data/splits/sanity.jsonl

{"messages": [{"role": "system", "content": "You are an expert ABA (Applied Behavior Analysis) clinical assistant. You help\nBoard Certified Behavior Analysts and staff design teaching programs for\nindividuals with autism. Your responses are clinically accurate, individualized\nto the learner profile, follow BACB ethical guidelines, and reference no real\nclient data. Select the appropriate teaching method (DTT, NET, Task Analysis,\nFCT, BST, PRT) based on the skill target and learner profile."}, {"role": "user", "content": "Generate a teaching program for the following target.\n\nSkill Target: meal cleanup\nCurriculum Reference: AFLS Home Skills\nLearner Profile: Adolescent Learner\nCurrent Mastery: Generalization phase\nTeaching Method: Task Analysis / Chaining\n\nProvide the full program structure appropriate to the selected method."}, {"role": "assistant", "content": "## Program Overview\n- Target skill: meal cleanup\n- Curriculum: AFLS Home Skills\n- Learner: Adolescent Learner\n- Current mastery: Generalization phase\n\nThis Task Analysis program teaches the target skill as a chain of discrete steps, each taught and reinforced until the learner can complete the full sequence independently.\n\n## Task Analysis\nChain type: Backward chaining\nComplete all steps for the learner except the last; teach the last step first, then work backward. The final reinforcer (task completion) is always present for the learner.\n\nSteps:\n1. Stack used dishes on one side of the table.\n2. Carry dishes to the sink or dishwasher.\n3. Rinse food residue into the trash or disposal.\n4. Load dishes into the dishwasher (or wash by hand).\n5. Wipe the table with a damp cloth.\n6. Put away any leftover food into containers.\n7. Place containers in the refrigerator.  <- Learner-taught step (backward chaining starts here)\n\n## Prompt Strategy Per Step\nStrategy: Least-to-Most\nAllow independent attempt; add progressively more intrusive prompts only if learner does not initiate.\nCurrent prompt level: At the generalization stage, deliver the least intrusive prompt that prevents an error; expect independence on previously-mastered steps.\n\n## Error Correction Procedure\nBack-step + re-approach: Return to the previously-mastered step; re-execute that step correctly; then re-attempt the missed step with one prompt level above the last independent level\n\n## Reinforcement\nTerminal reinforcement (mastered) \u2014 Reinforcement delivered only at chain completion; no per-step reinforcement.\nPair the terminal reinforcer with the natural consequence of the completed task (e.g., clean hands, clean dishes, completed routine).\n\n## Mastery Criteria\nFull chain completed within 120s across 3 consecutive sessions with independent responding on all steps.\n\n## Data Collection\nPer-step data: each step is scored for independence / prompt level on every trial. IOA scheduled every 3 sessions minimum; target agreement \u2265 80%.\n\n## Generalization & Maintenance Plan\nPost-mastery: probe the full chain across 2 different settings and with 3 different adults. Maintenance probes weekly for 4 weeks, then monthly."}], "meta": {"task_type": "teaching_program", "example_id": "5d7083ebc56a4c74", "gold_labels": {"method": "task_analysis", "domain": "AFLS.home", "skill": "meal cleanup", "program_type": "independence", "learner_profile": "adolescent", "mastery_state": "generalization", "chain_type": "backward"}, "provenance": {"layer": 1, "area": "task_analysis", "template_id": "task1_task_analysis_v1", "taxonomy_cells": {"skill_target": "meal cleanup", "module": "home", "mastery_criterion": "mc_fluent_chain", "chain_type": "backward", "prompt_strategy": "least_to_most", "reinforcement_schedule": "terminal_reinforcement", "error_correction": "back_to_previous_step"}, "teacher_model": null, "seed_tag": "92010"}, "curation": {"target_split": "sanity"}}}
{"messages": [{"role": "system", "content": "You are an expert ABA (Applied Behavior Analysis) clinical assistant. You help\nBoard Certified Behavior Analysts and staff design teaching programs for\nindividuals with autism. Your responses are clinically accurate, individualized\nto the learner profile, follow BACB ethical guidelines, and reference no real\nclient data. Select the appropriate teaching method (DTT, NET, Task Analysis,\nFCT, BST, PRT) based on the skill target and learner profile."}, {"role": "user", "content": "I need a Task Analysis program for this multi-step skill.\n\nTarget: clocking in at start of shift\nCurriculum: AFLS Vocational Skills\nLearner: Adult Learner\nMastery Status: Approaching mastery\n\nPlease include the task analysis (numbered steps), chain type, prompt strategy per step, error correction, reinforcement, and mastery criteria."}, {"role": "assistant", "content": "## Program Overview\n- Target skill: clocking in at start of shift\n- Curriculum: AFLS Vocational Skills\n- Learner: Adult Learner\n- Current mastery: Approaching mastery\n\nThis Task Analysis program teaches the target skill as a chain of discrete steps, each taught and reinforced until the learner can complete the full sequence independently.\n\n## Task Analysis\nChain type: Total-task presentation\nPrompt the learner through the entire chain every trial; fade prompts across all steps simultaneously.\n\nSteps:\n1. Arrive at the workplace by the scheduled time.\n2. Locate the time clock or digital system.\n3. Enter identification (ID card / badge / code).\n4. Confirm the clock-in timestamp.\n5. Notify the supervisor or check the day's task list.\n6. Proceed to the assigned workstation.\n\n## Prompt Strategy Per Step\nStrategy: Least-to-Most\nAllow independent attempt; add progressively more intrusive prompts only if learner does not initiate.\nCurrent prompt level: At the approaching mastery stage, use partial-physical or gestural prompts only at steps where errors occur; allow independence elsewhere.\n\n## Error Correction Procedure\nTask reset: Pause the chain; reset environmental stimuli; restart the chain from the beginning with full prompts at the previously-missed step\n\n## Reinforcement\nCRF per step (acquisition) \u2014 Continuous reinforcement for each correctly-completed step during acquisition.\nPair the terminal reinforcer with the natural consequence of the completed task (e.g., clean hands, clean dishes, completed routine).\n\n## Mastery Criteria\n100% of steps completed independently (no prompts) across 3 consecutive trials of the full chain.\n\n## Data Collection\nPer-step data: each step is scored for independence / prompt level on every trial. IOA scheduled every 3 sessions minimum; target agreement \u2265 80%.\n\n## Generalization & Maintenance Plan\nPost-mastery: probe the full chain across 3 different settings and with 2 different adults. Maintenance probes weekly for 4 weeks, then monthly."}], "meta": {"task_type": "teaching_program", "example_id": "61858acdbd184cf8", "gold_labels": {"method": "task_analysis", "domain": "AFLS.vocational", "skill": "clocking in at start of shift", "program_type": "independence", "learner_profile": "adult", "mastery_state": "approaching", "chain_type": "total_task"}, "provenance": {"layer": 1, "area": "task_analysis", "template_id": "task1_task_analysis_v1", "taxonomy_cells": {"skill_target": "clocking in at start of shift", "module": "vocational", "mastery_criterion": "mc_all_steps_independent", "chain_type": "total_task", "prompt_strategy": "least_to_most", "reinforcement_schedule": "crf_per_step", "error_correction": "task_reset"}, "teacher_model": null, "seed_tag": "21081"}, "curation": {"target_split": "sanity"}}}
{"messages": [{"role": "system", "content": "You are an expert ABA (Applied Behavior Analysis) clinical assistant. You help\nBoard Certified Behavior Analysts and staff design teaching programs for\nindividuals with autism. Your responses are clinically accurate, individualized\nto the learner profile, follow BACB ethical guidelines, and reference no real\nclient data. Select the appropriate teaching method (DTT, NET, Task Analysis,\nFCT, BST, PRT) based on the skill target and learner profile."}, {"role": "user", "content": "I need a Task Analysis program for this multi-step skill.\n\nTarget: washing hands\nCurriculum: AFLS Basic Living Skills\nLearner: Adolescent Learner\nMastery Status: Approaching mastery\n\nPlease include the task analysis (numbered steps), chain type, prompt strategy per step, error correction, reinforcement, and mastery criteria."}, {"role": "assistant", "content": "## Program Overview\n- Target skill: washing hands\n- Curriculum: AFLS Basic Living Skills\n- Learner: Adolescent Learner\n- Current mastery: Approaching mastery\n\nThis Task Analysis program teaches the target skill as a chain of discrete steps, each taught and reinforced until the learner can complete the full sequence independently.\n\n## Task Analysis\nChain type: Total-task presentation\nPrompt the learner through the entire chain every trial; fade prompts across all steps simultaneously.\n\nSteps:\n1. Walk to the sink.\n2. Turn on the water.\n3. Wet hands under the water.\n4. Apply soap to hands.\n5. Rub hands together for 15\u201320 seconds, covering fronts, backs, and between fingers.\n6. Rinse hands thoroughly under the water.\n7. Turn off the water.\n8. Dry hands with a towel.\n\n## Prompt Strategy Per Step\nStrategy: Least-to-Most\nAllow independent attempt; add progressively more intrusive prompts only if learner does not initiate.\nCurrent prompt level: At the approaching mastery stage, use partial-physical or gestural prompts only at steps where errors occur; allow independence elsewhere.\n\n## Error Correction Procedure\nTask reset: Pause the chain; reset environmental stimuli; restart the chain from the beginning with full prompts at the previously-missed step\n\n## Reinforcement\nDifferential per-step + terminal \u2014 Small per-step reinforcement for independent responses; larger reinforcer at chain completion.\nPair the terminal reinforcer with the natural consequence of the completed task (e.g., clean hands, clean dishes, completed routine).\n\n## Mastery Criteria\nFull chain completed within 120s across 3 consecutive sessions with independent responding on all steps.\n\n## Data Collection\nPer-step data: each step is scored for independence / prompt level on every trial. IOA scheduled every 3 sessions minimum; target agreement \u2265 80%.\n\n## Generalization & Maintenance Plan\nPost-mastery: probe the full chain across 3 different settings and with 2 different adults. Maintenance probes weekly for 4 weeks, then monthly."}], "meta": {"task_type": "teaching_program", "example_id": "a048233b2ba858c1", "gold_labels": {"method": "task_analysis", "domain": "AFLS.basic_living", "skill": "washing hands", "program_type": "independence", "learner_profile": "adolescent", "mastery_state": "approaching", "chain_type": "total_task"}, "provenance": {"layer": 1, "area": "task_analysis", "template_id": "task1_task_analysis_v1", "taxonomy_cells": {"skill_target": "washing hands", "module": "basic_living", "mastery_criterion": "mc_fluent_chain", "chain_type": "total_task", "prompt_strategy": "least_to_most", "reinforcement_schedule": "differential_per_step", "error_correction": "task_reset"}, "teacher_model": null, "seed_tag": "92010"}, "curation": {"target_split": "sanity"}}}
{"messages": [{"role": "system", "content": "You are an expert ABA (Applied Behavior Analysis) clinical assistant. You help\nBoard Certified Behavior Analysts and staff design teaching programs for\nindividuals with autism. Your responses are clinically accurate, individualized\nto the learner profile, follow BACB ethical guidelines, and reference no real\nclient data. Select the appropriate teaching method (DTT, NET, Task Analysis,\nFCT, BST, PRT) based on the skill target and learner profile."}, {"role": "user", "content": "Generate a teaching program for the following target.\n\nSkill Target: identifies 5\u201310 upper-case letters\nCurriculum Reference: Reading L1\nLearner Profile: Early Learner\nCurrent Mastery: Mastered at current level\nTeaching Method: DTT\n\nProvide the full program structure appropriate to the selected method."}, {"role": "assistant", "content": "## Program Overview\n- Target skill: identifies 5\u201310 upper-case letters\n- Curriculum: Reading L1\n- Learner: Early Learner\n- Current mastery: Mastered at current level\n\nThis DTT program establishes stimulus control over the target skill through structured discrete trials with a defined prompt hierarchy, stimulus array, and systematic error-correction procedure.\n\n## Discriminative Stimulus (SD)\nPrimary SD: \"What letter is this?\"\nVariations: \"Read this letter\"; \"What does this say?\"\nPresentation: Present the letter flashcard.\n\n## Prompt Hierarchy\nStrategy: Most-to-Least (errorless)\nSequence: full physical -> partial physical -> gestural -> positional -> independent\nCurrent prompt level: At the mastered stage, use minimal prompts (positional or verbal hint) only when needed; expect independent responding.\n\n## Stimulus Array\nArray size: field of 3 (target + 2 distractors)\nTarget stimuli: J, A, D\nDistractor stimuli: E, F\nRotation: Randomize position of target across trials to prevent position bias.\n\n## Error Correction Procedure\nModel correct response -> lead (do together) -> test (independent) -> distractor -> retest.\n\n## Reinforcement Schedule\nToken economy \u2014 Tokens delivered per correct response; exchanged at session end for a back-up reinforcer appropriate to the learner (for children: candy, cookies, brief leisure-time access, preferred activity, screen time, or a favorite sensory item). Provide differential reinforcement: higher-quality reinforcement for independent correct responses than for prompted correct responses.\n\n## Mastery Criteria\n80% accuracy across 2 consecutive sessions with at least 10 trials each.\n\n## Data Collection\nTrial-by-trial data recording prompt level and response accuracy. IOA scheduled every 4 sessions minimum; target agreement \u2265 80%.\n\n## Generalization & Maintenance Plan\nPost-mastery: probe with novel stimuli, across 3 additional therapists, and in at least 3 natural contexts. Maintenance probes weekly for 4 weeks, then monthly."}], "meta": {"task_type": "teaching_program", "example_id": "7ee5a348ee9d2761", "gold_labels": {"method": "dtt", "domain": "VB-MAPP.reading", "level": "L1", "learner_profile": "early", "mastery_state": "mastered"}, "provenance": {"layer": 1, "area": "dtt", "template_id": "task1_dtt_v1", "taxonomy_cells": {"skill_target": "identifies 5\u201310 upper-case letters", "prompt_hierarchy": "most_to_least", "reinforcement_schedule": "token_economy", "error_correction": "four_step", "mastery_criterion": "mc_80_2sessions"}, "teacher_model": null, "seed_tag": "69064"}, "curation": {"target_split": "sanity"}}}
{"messages": [{"role": "system", "content": "You are an expert ABA (Applied Behavior Analysis) clinical assistant. You help\nBoard Certified Behavior Analysts and staff design teaching programs for\nindividuals with autism. Your responses are clinically accurate, individualized\nto the learner profile, follow BACB ethical guidelines, and reference no real\nclient data. Select the appropriate teaching method (DTT, NET, Task Analysis,\nFCT, BST, PRT) based on the skill target and learner profile."}, {"role": "user", "content": "Design a Discrete Trial Training program for the following.\n\nSkill: traces basic shapes (circle, cross)\nCurriculum: Writing L1\nLearner Level: Early Learner\nBaseline: Mastered at current level\n\nInclude the full DTT trial structure."}, {"role": "assistant", "content": "## Program Overview\n- Target skill: traces basic shapes (circle, cross)\n- Curriculum: Writing L1\n- Learner: Early Learner\n- Current mastery: Mastered at current level\n\nThis DTT program establishes stimulus control over the target skill through structured discrete trials with a defined prompt hierarchy, stimulus array, and systematic error-correction procedure.\n\n## Discriminative Stimulus (SD)\nPrimary SD: \"Write the target.\"\nVariations: \"Trace this\"; \"Copy this\"; \"Write {word}\"\nPresentation: Provide pencil and paper; deliver a clear verbal instruction naming the target letter or word.\n\n## Prompt Hierarchy\nStrategy: Least-to-Most\nSequence: independent -> gestural -> positional -> partial physical -> full physical\nCurrent prompt level: At the mastered stage, use minimal prompts (positional or verbal hint) only when needed; expect independent responding.\n\n## Stimulus Array\nArray size: field of 3 (target + 2 distractors)\nTarget stimuli: triangle, star, rectangle\nDistractor stimuli: circle, heart\nRotation: Randomize position of target across trials to prevent position bias.\n\n## Error Correction Procedure\nRe-present SD -> provide effective-level prompt -> reinforce prompted response -> distractor trial -> re-present SD independently.\n\n## Reinforcement Schedule\nFR-2 (fixed ratio 2) \u2014 Every 2nd correct response reinforced. Provide differential reinforcement: higher-quality reinforcement for independent correct responses than for prompted correct responses.\n\n## Mastery Criteria\n80% accuracy across 2 consecutive sessions with at least 10 trials each.\n\n## Data Collection\nTrial-by-trial data recording prompt level and response accuracy. IOA scheduled every 5 sessions minimum; target agreement \u2265 80%.\n\n## Generalization & Maintenance Plan\nPost-mastery: probe with novel stimuli, across 3 additional therapists, and in at least 2 natural contexts. Maintenance probes weekly for 4 weeks, then monthly."}], "meta": {"task_type": "teaching_program", "example_id": "65ca50da125ad263", "gold_labels": {"method": "dtt", "domain": "VB-MAPP.writing", "level": "L1", "learner_profile": "early", "mastery_state": "mastered"}, "provenance": {"layer": 1, "area": "dtt", "template_id": "task1_dtt_v1", "taxonomy_cells": {"skill_target": "traces basic shapes (circle, cross)", "prompt_hierarchy": "least_to_most", "reinforcement_schedule": "fr2", "error_correction": "transfer_trial", "mastery_criterion": "mc_80_2sessions"}, "teacher_model": null, "seed_tag": "11906"}, "curation": {"target_split": "sanity"}}}
{"messages": [{"role": "system", "content": "You are an expert ABA (Applied Behavior Analysis) clinical assistant. You help\nBoard Certified Behavior Analysts and staff design teaching programs for\nindividuals with autism. Your responses are clinically accurate, individualized\nto the learner profile, follow BACB ethical guidelines, and reference no real\nclient data. Select the appropriate teaching method (DTT, NET, Task Analysis,\nFCT, BST, PRT) based on the skill target and learner profile."}, {"role": "user", "content": "Generate a teaching program for the following target.\n\nSkill Target: selects items given 2+ features/functions simultaneously\nCurriculum Reference: LRFFC L3\nLearner Profile: Adolescent Learner\nCurrent Mastery: Approaching mastery\nTeaching Method: DTT\n\nProvide the full program structure appropriate to the selected method."}, {"role": "assistant", "content": "## Program Overview\n- Target skill: selects items given 2+ features/functions simultaneously\n- Curriculum: LRFFC L3\n- Learner: Adolescent Learner\n- Current mastery: Approaching mastery\n\nThis DTT program establishes stimulus control over the target skill through structured discrete trials with a defined prompt hierarchy, stimulus array, and systematic error-correction procedure.\n\n## Discriminative Stimulus (SD)\nPrimary SD: \"Touch [target item]\"\nVariations: \"Point to [target item]\"; \"Give me [target item]\"; \"Show me [target item]\"\nPresentation: Present an array of items on the table and deliver a clear verbal SD.\n\n## Prompt Hierarchy\nStrategy: Stimulus Fading\nSequence: exaggerated stimulus -> moderate fade -> minimal fade -> natural stimulus\nCurrent prompt level: At the approaching mastery stage, deliver gestural or positional prompts; fade toward independence.\n\n## Stimulus Array\nArray size: field of 6 (target + 5 distractors, mixed categories)\nTarget stimuli: backpack, sock, pencil\nDistractor stimuli: key, car, cup, blanket, scissors\nRotation: Randomize position of target across trials to prevent position bias.\n\n## Error Correction Procedure\nReturn to previous prompt level that produced success -> successful response -> re-attempt at target prompt level.\n\n## Reinforcement Schedule\nCRF (continuous reinforcement) \u2014 Every correct response reinforced. Provide differential reinforcement: higher-quality reinforcement for independent correct responses than for prompted correct responses.\n\n## Mastery Criteria\nDemonstrated use in natural environment across 3 independent instances.\n\n## Data Collection\nTrial-by-trial data recording prompt level and response accuracy. IOA scheduled every 4 sessions minimum; target agreement \u2265 80%.\n\n## Generalization & Maintenance Plan\nPost-mastery: probe with novel stimuli, across 3 additional therapists, and in at least 2 natural contexts. Maintenance probes weekly for 4 weeks, then monthly."}], "meta": {"task_type": "teaching_program", "example_id": "75278fd4d843e7b5", "gold_labels": {"method": "dtt", "domain": "VB-MAPP.lrffc", "level": "L3", "learner_profile": "adolescent", "mastery_state": "approaching"}, "provenance": {"layer": 1, "area": "dtt", "template_id": "task1_dtt_v1", "taxonomy_cells": {"skill_target": "selects items given 2+ features/functions simultaneously", "prompt_hierarchy": "stimulus_fading", "reinforcement_schedule": "crf", "error_correction": "backstep", "mastery_criterion": "mc_natural_env"}, "teacher_model": null, "seed_tag": "27367"}, "curation": {"target_split": "sanity"}}}
{"messages": [{"role": "system", "content": "You are an expert ABA (Applied Behavior Analysis) clinical assistant. You help\nBoard Certified Behavior Analysts and staff design teaching programs for\nindividuals with autism. Your responses are clinically accurate, individualized\nto the learner profile, follow BACB ethical guidelines, and reference no real\nclient data. Select the appropriate teaching method (DTT, NET, Task Analysis,\nFCT, BST, PRT) based on the skill target and learner profile."}, {"role": "user", "content": "Generate a teaching program for the following target.\n\nSkill Target: sounds out CVC words (cat, dog, run)\nCurriculum Reference: Reading L2\nLearner Profile: Early Learner\nCurrent Mastery: Emerging\nTeaching Method: DTT\n\nProvide the full program structure appropriate to the selected method."}, {"role": "assistant", "content": "## Program Overview\n- Target skill: sounds out CVC words (cat, dog, run)\n- Curriculum: Reading L2\n- Learner: Early Learner\n- Current mastery: Emerging\n\nThis DTT program establishes stimulus control over the target skill through structured discrete trials with a defined prompt hierarchy, stimulus array, and systematic error-correction procedure.\n\n## Discriminative Stimulus (SD)\nPrimary SD: \"What word?\"\nVariations: \"Read this word\"; \"What does it say?\"\nPresentation: Present the sight-word card and deliver the SD.\n\n## Prompt Hierarchy\nStrategy: Graduated Guidance\nSequence: hand over hand full -> hand over hand light -> shadow -> independent\nCurrent prompt level: At the emerging stage, begin at higher prompt levels (full-physical or partial-physical) with systematic fading.\n\n## Stimulus Array\nArray size: field of 5 (target + 4 distractors)\nTarget stimuli: brush, blanket, towel\nDistractor stimuli: key, glue, apple, jacket\nRotation: Randomize position of target across trials to prevent position bias.\n\n## Error Correction Procedure\nModel correct response -> lead (do together) -> test (independent) -> distractor -> retest.\n\n## Reinforcement Schedule\nCRF (continuous reinforcement) \u2014 Every correct response reinforced. Provide differential reinforcement: higher-quality reinforcement for independent correct responses than for prompted correct responses.\n\n## Mastery Criteria\n80% accuracy with 2 different therapists and 2 different settings.\n\n## Data Collection\nTrial-by-trial data recording prompt level and response accuracy. IOA scheduled every 5 sessions minimum; target agreement \u2265 80%.\n\n## Generalization & Maintenance Plan\nPost-mastery: probe with novel stimuli, across 2 additional therapists, and in at least 3 natural contexts. Maintenance probes weekly for 4 weeks, then monthly."}], "meta": {"task_type": "teaching_program", "example_id": "82ff6a74b2a01ba6", "gold_labels": {"method": "dtt", "domain": "VB-MAPP.reading", "level": "L2", "learner_profile": "early", "mastery_state": "emerging"}, "provenance": {"layer": 1, "area": "dtt", "template_id": "task1_dtt_v1", "taxonomy_cells": {"skill_target": "sounds out CVC words (cat, dog, run)", "prompt_hierarchy": "graduated_guidance", "reinforcement_schedule": "crf", "error_correction": "four_step", "mastery_criterion": "mc_80_generalization"}, "teacher_model": null, "seed_tag": "89319"}, "curation": {"target_split": "sanity"}}}
{"messages": [{"role": "system", "content": "You are an expert ABA (Applied Behavior Analysis) clinical assistant. You help\nBoard Certified Behavior Analysts and staff design teaching programs for\nindividuals with autism. Your responses are clinically accurate, individualized\nto the learner profile, follow BACB ethical guidelines, and reference no real\nclient data. Select the appropriate teaching method (DTT, NET, Task Analysis,\nFCT, BST, PRT) based on the skill target and learner profile."}, {"role": "user", "content": "Generate a teaching program for the following target.\n\nSkill Target: compares quantities (more/less/same)\nCurriculum Reference: Math L2\nLearner Profile: School-Age Learner\nCurrent Mastery: Approaching mastery\nTeaching Method: DTT\n\nProvide the full program structure appropriate to the selected method."}, {"role": "assistant", "content": "## Program Overview\n- Target skill: compares quantities (more/less/same)\n- Curriculum: Math L2\n- Learner: School-Age Learner\n- Current mastery: Approaching mastery\n\nThis DTT program establishes stimulus control over the target skill through structured discrete trials with a defined prompt hierarchy, stimulus array, and systematic error-correction procedure.\n\n## Discriminative Stimulus (SD)\nPrimary SD: \"How many?\"\nVariations: \"Count these\"; \"What number is this?\"\nPresentation: Present the numeral card or a set of objects to count.\n\n## Prompt Hierarchy\nStrategy: Time Delay (progressive)\nSequence: 0s delay -> 2s delay -> 4s delay -> 6s delay -> independent\nCurrent prompt level: At the approaching mastery stage, deliver gestural or positional prompts; fade toward independence.\n\n## Stimulus Array\nArray size: field of 5 (target + 4 distractors)\nTarget stimuli: key, block, blanket\nDistractor stimuli: ball, bottle, spoon, book\nRotation: Randomize position of target across trials to prevent position bias.\n\n## Error Correction Procedure\nModel correct response -> lead (do together) -> test (independent) -> distractor -> retest.\n\n## Reinforcement Schedule\nFR-2 (fixed ratio 2) \u2014 Every 2nd correct response reinforced. Provide differential reinforcement: higher-quality reinforcement for independent correct responses than for prompted correct responses.\n\n## Mastery Criteria\n80% accuracy across 2 consecutive sessions with at least 10 trials each.\n\n## Data Collection\nTrial-by-trial data recording prompt level and response accuracy. IOA scheduled every 3 sessions minimum; target agreement \u2265 80%.\n\n## Generalization & Maintenance Plan\nPost-mastery: probe with novel stimuli, across 3 additional therapists, and in at least 3 natural contexts. Maintenance probes weekly for 4 weeks, then monthly."}], "meta": {"task_type": "teaching_program", "example_id": "260624f458b79c7b", "gold_labels": {"method": "dtt", "domain": "VB-MAPP.math", "level": "L2", "learner_profile": "school_age", "mastery_state": "approaching"}, "provenance": {"layer": 1, "area": "dtt", "template_id": "task1_dtt_v1", "taxonomy_cells": {"skill_target": "compares quantities (more/less/same)", "prompt_hierarchy": "time_delay", "reinforcement_schedule": "fr2", "error_correction": "four_step", "mastery_criterion": "mc_80_2sessions"}, "teacher_model": null, "seed_tag": "97173"}, "curation": {"target_split": "sanity"}}}
{"messages": [{"role": "system", "content": "You are an expert ABA (Applied Behavior Analysis) clinical assistant. You\nanalyze multi-session behavioral session logs for individuals with autism and\nproduce structured clinical interpretations that identify patterns, hypothesize\nbehavior functions when applicable, and recommend programming adjustments\nstructured along BIP lines (antecedent strategies, replacement behaviors,\nconsequence strategies, crisis plan). Your interpretation also includes an\nescalation level and a confidence expression. Every recommendation is grounded\nin the data provided. Follow BACB ethical guidelines and reference no real\nclient data."}, {"role": "user", "content": "Review this session log and produce a structured clinical interpretation.\n\nLEARNER PROFILE\nSynthetic ID: SYN-9194\nProfile: Early Learner (dev age 0\u201348 months)\nCurricula: Echoic + Intraverbal + Mand + Writing\nDate range: Sessions 1\u201310 across 20 days (2026-05-06 to 2026-05-26)\n\nACCELERATION PROGRAMS\n1. copies simple words from model (Writing)\n   Method: DTT\n2. answers WH-questions about familiar topics (Intraverbal)\n   Method: NET\n3. indicating completion ('all done', 'finished') (Mand)\n   Method: NET\n4. echoes 2-word phrases (Echoic)\n   Method: DTT variant\n\nSESSION DATA\n\nSession 1 \u2014 2026-05-06 \u2014 34 min \u2014 1 observer\n  copies simple words from model: 5/11 correct (43%); latency 4.0s; prompts FP\u00d70, PP\u00d72, G\u00d73, I\u00d76\n  answers WH-questions about familiar topics: 5/14 correct (36%); latency 4.1s; prompts FP\u00d72, PP\u00d73, G\u00d72, I\u00d77\n  indicating completion ('all done', 'finished'): 4/11 correct (35%); latency 4.4s; prompts FP\u00d70, PP\u00d70, G\u00d70, I\u00d711\n  echoes 2-word phrases: 4/9 correct (46%); latency 3.7s; prompts FP\u00d72, PP\u00d70, G\u00d71, I\u00d76\n\nSession 2 \u2014 2026-05-08 \u2014 34 min \u2014 1 observer\n  copies simple words from model: 6/13 correct (48%); latency 3.7s; prompts FP\u00d70, PP\u00d70, G\u00d72, I\u00d711\n  answers WH-questions about familiar topics: 6/13 correct (44%); latency 4.0s; prompts FP\u00d73, PP\u00d71, G\u00d71, I\u00d78\n  indicating completion ('all done', 'finished'): 5/15 correct (34%); latency 4.8s; prompts FP\u00d73, PP\u00d70, G\u00d75, I\u00d77\n  echoes 2-word phrases: 7/15 correct (48%); latency 3.6s; prompts FP\u00d71, PP\u00d74, G\u00d71, I\u00d79\n\nSession 3 \u2014 2026-05-10 \u2014 34 min \u2014 1 observer\n  copies simple words from model: 9/14 correct (65%); latency 3.0s; prompts FP\u00d70, PP\u00d74, G\u00d74, I\u00d76\n  answers WH-questions about familiar topics: 6/12 correct (47%); latency 3.9s; prompts FP\u00d73, PP\u00d72, G\u00d70, I\u00d77\n  indicating completion ('all done', 'finished'): 5/13 correct (41%); latency 4.2s; prompts FP\u00d72, PP\u00d71, G\u00d73, I\u00d77\n  echoes 2-word phrases: 7/14 correct (53%); latency 3.6s; prompts FP\u00d73, PP\u00d73, G\u00d70, I\u00d78\n\nSession 4 \u2014 2026-05-12 \u2014 34 min \u2014 1 observer\n  copies simple words from model: 10/14 correct (69%); latency 3.0s; prompts FP\u00d74, PP\u00d74, G\u00d70, I\u00d76\n  answers WH-questions about familiar topics: 6/11 correct (55%); latency 3.6s; prompts FP\u00d73, PP\u00d70, G\u00d71, I\u00d77\n  indicating completion ('all done', 'finished'): 6/12 correct (48%); latency 3.8s; prompts FP\u00d72, PP\u00d70, G\u00d72, I\u00d78\n  echoes 2-word phrases: 7/11 correct (60%); latency 3.2s; prompts FP\u00d72, PP\u00d72, G\u00d73, I\u00d74\n\nSession 5 \u2014 2026-05-14 \u2014 34 min \u2014 1 observer\n  copies simple words from model: 10/13 correct (79%); latency 2.3s; prompts FP\u00d74, PP\u00d74, G\u00d70, I\u00d75\n  answers WH-questions about familiar topics: 8/12 correct (63%); latency 2.9s; prompts FP\u00d73, PP\u00d72, G\u00d73, I\u00d74\n  indicating completion ('all done', 'finished'): 7/12 correct (58%); latency 3.2s; prompts FP\u00d74, PP\u00d72, G\u00d72, I\u00d74\n  echoes 2-word phrases: 8/12 correct (68%); latency 3.1s; prompts FP\u00d70, PP\u00d70, G\u00d74, I\u00d78\n\nSession 6 \u2014 2026-05-16 \u2014 IOA SESSION \u2014 2 observers\n  copies simple words from model: 88% (primary); IOA 93% agreement\n  answers WH-questions about familiar topics: 70% (primary); IOA 93% agreement\n  indicating completion ('all done', 'finished'): 63% (primary); IOA 93% agreement\n  echoes 2-word phrases: 76% (primary); IOA 93% agreement\n\nSession 7 \u2014 2026-05-18 \u2014 34 min \u2014 1 observer\n  copies simple words from model: 7/8 correct (90%); latency 1.7s; prompts FP\u00d70, PP\u00d70, G\u00d71, I\u00d77\n  answers WH-questions about familiar topics: 11/13 correct (81%); latency 2.4s; prompts FP\u00d70, PP\u00d72, G\u00d74, I\u00d77\n  indicating completion ('all done', 'finished'): 10/15 correct (70%); latency 2.6s; prompts FP\u00d74, PP\u00d74, G\u00d75, I\u00d72\n  echoes 2-word phrases: 9/10 correct (87%); latency 1.8s; prompts FP\u00d72, PP\u00d73, G\u00d70, I\u00d75\n\nSession 8 \u2014 2026-05-20 \u2014 34 min \u2014 1 observer\n  copies simple words from model: 10/10 correct (95%); latency 2.0s; prompts FP\u00d70, PP\u00d70, G\u00d71, I\u00d79\n  answers WH-questions about familiar topics: 7/8 correct (83%); latency 2.5s; prompts FP\u00d71, PP\u00d71, G\u00d71, I\u00d75\n  indicating completion ('all done', 'finished'): 7/10 correct (70%); latency 3.1s; prompts FP\u00d72, PP\u00d72, G\u00d73, I\u00d73\n  echoes 2-word phrases: 10/11 correct (89%); latency 1.8s; prompts FP\u00d71, PP\u00d71, G\u00d72, I\u00d77\n\nSession 9 \u2014 2026-05-22 \u2014 34 min \u2014 1 observer\n  copies simple words from model: 13/14 correct (95%); latency 1.9s; prompts FP\u00d71, PP\u00d72, G\u00d72, I\u00d79\n  answers WH-questions about familiar topics: 11/12 correct (92%); latency 2.1s; prompts FP\u00d74, PP\u00d71, G\u00d71, I\u00d76\n  indicating completion ('all done', 'finished'): 8/10 correct (78%); latency 2.7s; prompts FP\u00d71, PP\u00d71, G\u00d71, I\u00d77\n  echoes 2-word phrases: 14/15 correct (95%); latency 1.5s; prompts FP\u00d74, PP\u00d73, G\u00d70, I\u00d78\n\nSession 10 \u2014 2026-05-24 \u2014 34 min \u2014 1 observer\n  copies simple words from model: 9/9 correct (95%); latency 1.4s; prompts FP\u00d71, PP\u00d70, G\u00d70, I\u00d78\n  answers WH-questions about familiar topics: 11/12 correct (95%); latency 1.8s; prompts FP\u00d73, PP\u00d72, G\u00d72, I\u00d75\n  indicating completion ('all done', 'finished'): 10/12 correct (82%); latency 2.5s; prompts FP\u00d74, PP\u00d73, G\u00d72, I\u00d73\n  echoes 2-word phrases: 9/9 correct (95%); latency 1.8s; prompts FP\u00d70, PP\u00d70, G\u00d71, I\u00d78\n\nBEHAVIORAL OBSERVATIONS (across sessions)\n- Eye contact maintained throughout trials\n- Reaching for materials proactively\n- Requesting more trials verbally\n- Quick response latency (within 2\u20133 seconds)\n\nPlease include: (1) clinical concerns, (2) pattern classification, (3) function hypothesis for any target behaviors, (4) recommendations structured as antecedent / replacement / consequence / crisis, (5) escalation level and confidence, (6) data-supported rationale."}, {"role": "assistant", "content": "## Clinical Concerns\n- Steady improvement: accuracy rose from 43% to 95% across 10 sessions.\n- No clinical concerns at this time; mastery criteria should be reachable within a few additional sessions.\n\n## Pattern Classification\nmastery_progression\n\nAccuracy is ascending cleanly across sessions with no interfering behaviors, consistent with a mastery-progression trajectory.\n\n## Programming Recommendations\n\n### Antecedent strategies\n- Continue current teaching procedure \u2014 it is effective for this learner.\n- Maintain current stimulus arrangement; begin planning next skill in sequence.\n\n### Consequence strategies\n- Begin thinning reinforcement from CRF to FR-2 as accuracy stabilizes above 85%.\n- Continue differential reinforcement for independent responses.\n\n## Escalation Level\n1 \u2014 Continue monitoring\n\nCurrent programming is effective; no change needed.\n\n## Confidence\nhigh\n\nPattern is well-supported: 10 sessions of data, low variance, and IOA evidence confirm reliability.\n\n## Data-Supported Rationale\n- Mean accuracy across 10 sessions: 76.8%.\n- Trend direction: upward (first session: 43%, last session: 95%).\n- IOA data: 93% agreement on IOA session \u2014 adequate."}], "meta": {"task_type": "session_interpretation", "example_id": "79e0e2ac323f6c4d", "gold_labels": {"pattern_class": "mastery_progression", "behavior_functions": {}, "escalation_level": 1, "confidence": "high", "crisis_plan_required": false}, "provenance": {"layer": 1, "area": "session_interpretation", "template_id": "task2_session_interp_v1", "taxonomy_cells": {"hidden_pattern_id": "mastery_progression", "learner_profile": "early", "n_sessions": 10, "n_programs": 4, "n_behaviors": 0, "behavior_ids": [], "behavior_functions": [], "has_abc_data": false, "has_ioa_session": true}, "teacher_model": null, "seed_tag": "55304"}, "curation": {"target_split": "sanity"}}}
{"messages": [{"role": "system", "content": "You are an expert ABA (Applied Behavior Analysis) clinical assistant. You\nanalyze multi-session behavioral session logs for individuals with autism and\nproduce structured clinical interpretations that identify patterns, hypothesize\nbehavior functions when applicable, and recommend programming adjustments\nstructured along BIP lines (antecedent strategies, replacement behaviors,\nconsequence strategies, crisis plan). Your interpretation also includes an\nescalation level and a confidence expression. Every recommendation is grounded\nin the data provided. Follow BACB ethical guidelines and reference no real\nclient data."}, {"role": "user", "content": "Review this session log and produce a structured clinical interpretation.\n\nLEARNER PROFILE\nSynthetic ID: SYN-7707\nProfile: Adolescent Learner (13\u201317 years)\nCurricula: Community + Mand + Tolerating Denied Access\nDate range: Sessions 1\u201310 across 20 days (2026-07-02 to 2026-07-22)\n\nACCELERATION PROGRAMS\n1. wait calmly when access to preferred item is denied (Tolerating Denied Access)\n   Method: FCT\n2. requesting preferred items using AAC device (Mand)\n   Method: NET\n3. identifying community safety signs (Community)\n   Method: DTT\n\nSESSION DATA\n\nSession 1 \u2014 2026-07-02 \u2014 35 min \u2014 1 observer\n  wait calmly when access to preferred item is denied: 7/12 correct (57%); latency 3.3s; prompts FP\u00d72, PP\u00d72, G\u00d73, I\u00d75\n  requesting preferred items using AAC device: 8/15 correct (55%); latency 3.5s; prompts FP\u00d75, PP\u00d75, G\u00d75, I\u00d70\n  identifying community safety signs: 5/9 correct (54%); latency 3.8s; prompts FP\u00d73, PP\u00d71, G\u00d70, I\u00d75\n\nSession 2 \u2014 2026-07-04 \u2014 35 min \u2014 1 observer\n  wait calmly when access to preferred item is denied: 4/10 correct (44%); latency 4.1s; prompts FP\u00d70, PP\u00d71, G\u00d70, I\u00d79\n  requesting preferred items using AAC device: 8/14 correct (60%); latency 3.1s; prompts FP\u00d72, PP\u00d73, G\u00d70, I\u00d79\n  identifying community safety signs: 4/8 correct (54%); latency 3.4s; prompts FP\u00d70, PP\u00d70, G\u00d70, I\u00d78\n\nSession 3 \u2014 2026-07-06 \u2014 35 min \u2014 1 observer\n  wait calmly when access to preferred item is denied: 7/14 correct (53%); latency 3.7s; prompts FP\u00d72, PP\u00d74, G\u00d73, I\u00d75\n  requesting preferred items using AAC device: 6/13 correct (49%); latency 3.7s; prompts FP\u00d71, PP\u00d70, G\u00d72, I\u00d710\n  identifying community safety signs: 4/8 correct (54%); latency 3.6s; prompts FP\u00d71, PP\u00d71, G\u00d71, I\u00d75\n\nSession 4 \u2014 2026-07-08 \u2014 35 min \u2014 1 observer\n  wait calmly when access to preferred item is denied: 8/15 correct (52%); latency 3.4s; prompts FP\u00d72, PP\u00d70, G\u00d71, I\u00d712\n  requesting preferred items using AAC device: 4/8 correct (52%); latency 3.7s; prompts FP\u00d71, PP\u00d71, G\u00d72, I\u00d74\n  identifying community safety signs: 5/10 correct (49%); latency 3.8s; prompts FP\u00d71, PP\u00d70, G\u00d73, I\u00d76\n\nSession 5 \u2014 2026-07-10 \u2014 35 min \u2014 1 observer\n  wait calmly when access to preferred item is denied: 6/12 correct (47%); latency 3.9s; prompts FP\u00d74, PP\u00d70, G\u00d74, I\u00d74\n  requesting preferred items using AAC device: 4/10 correct (43%); latency 4.1s; prompts FP\u00d70, PP\u00d71, G\u00d72, I\u00d77\n  identifying community safety signs: 8/15 correct (56%); latency 3.5s; prompts FP\u00d71, PP\u00d75, G\u00d73, I\u00d76\n\nSession 6 \u2014 2026-07-12 \u2014 35 min \u2014 1 observer\n  wait calmly when access to preferred item is denied: 6/15 correct (43%); latency 4.0s; prompts FP\u00d71, PP\u00d75, G\u00d70, I\u00d79\n  requesting preferred items using AAC device: 8/14 correct (55%); latency 3.4s; prompts FP\u00d71, PP\u00d73, G\u00d71, I\u00d79\n  identifying community safety signs: 8/13 correct (62%); latency 3.0s; prompts FP\u00d72, PP\u00d73, G\u00d74, I\u00d74\n\nSession 7 \u2014 2026-07-14 \u2014 35 min \u2014 1 observer\n  wait calmly when access to preferred item is denied: 6/13 correct (44%); latency 4.0s; prompts FP\u00d72, PP\u00d70, G\u00d73, I\u00d78\n  requesting preferred items using AAC device: 7/14 correct (47%); latency 4.0s; prompts FP\u00d71, PP\u00d70, G\u00d73, I\u00d710\n  identifying community safety signs: 5/9 correct (58%); latency 3.7s; prompts FP\u00d70, PP\u00d72, G\u00d70, I\u00d77\n\nSession 8 \u2014 2026-07-16 \u2014 35 min \u2014 1 observer\n  wait calmly when access to preferred item is denied: 4/10 correct (37%); latency 4.3s; prompts FP\u00d72, PP\u00d70, G\u00d71, I\u00d77\n  requesting preferred items using AAC device: 5/13 correct (40%); latency 3.9s; prompts FP\u00d74, PP\u00d73, G\u00d74, I\u00d72\n  identifying community safety signs: 9/13 correct (68%); latency 3.1s; prompts FP\u00d73, PP\u00d71, G\u00d71, I\u00d78\n\nSession 9 \u2014 2026-07-18 \u2014 35 min \u2014 1 observer\n  wait calmly when access to preferred item is denied: 4/14 correct (32%); latency 4.4s; prompts FP\u00d74, PP\u00d71, G\u00d73, I\u00d76\n  requesting preferred items using AAC device: 6/15 correct (39%); latency 4.0s; prompts FP\u00d71, PP\u00d73, G\u00d71, I\u00d710\n  identifying community safety signs: 10/15 correct (66%); latency 3.2s; prompts FP\u00d75, PP\u00d71, G\u00d73, I\u00d76\n\nSession 10 \u2014 2026-07-20 \u2014 35 min \u2014 1 observer\n  wait calmly when access to preferred item is denied: 5/12 correct (39%); latency 4.4s; prompts FP\u00d73, PP\u00d70, G\u00d70, I\u00d79\n  requesting preferred items using AAC device: 3/8 correct (33%); latency 4.7s; prompts FP\u00d71, PP\u00d70, G\u00d71, I\u00d76\n  identifying community safety signs: 7/11 correct (59%); latency 3.3s; prompts FP\u00d72, PP\u00d73, G\u00d70, I\u00d76\n\nBEHAVIORAL OBSERVATIONS (across sessions)\n- Leaving seat without permission\n- Echolalic responding (repeating SD rather than answering)\n\nPlease include: (1) clinical concerns, (2) pattern classification, (3) function hypothesis for any target behaviors, (4) recommendations structured as antecedent / replacement / consequence / crisis, (5) escalation level and confidence, (6) data-supported rationale."}, {"role": "assistant", "content": "## Clinical Concerns\n- **Plateau**: accuracy has remained near 48% for 10 sessions without meaningful improvement.\n- Performance is below mastery criteria; current teaching procedure may not be effective for this learner.\n\n## Pattern Classification\nplateau\n\nResponding has stabilized below mastery criterion without meaningful movement, indicating the current procedure is limiting further acquisition.\n\n## Programming Recommendations\n\n### Antecedent strategies\n- Modify teaching procedure \u2014 switch prompt type (e.g., from most-to-least to time delay).\n- Conduct preference assessment and update reinforcer menu.\n- Break the current skill into smaller component steps if possible.\n- Increase practice opportunities by embedding targets in natural-environment training.\n\n### Consequence strategies\n- Check for inadvertent reinforcement of near-misses; tighten differential reinforcement.\n\n## Escalation Level\n2 \u2014 Adjust next session\n\nProgramming adjustments indicated at next session; no immediate safety concern.\n\n## Confidence\nmoderate\n\nPattern is supported but alternatives cannot be fully excluded: 10 sessions of data; no IOA session included.\n\n## Data-Supported Rationale\n- Mean accuracy across 10 sessions: 44.9%.\n- Trend direction: downward (first session: 57%, last session: 39%).\n- No IOA session in this log; reliability of measurements cannot be independently verified."}], "meta": {"task_type": "session_interpretation", "example_id": "a989003c3a53274e", "gold_labels": {"pattern_class": "plateau", "behavior_functions": {}, "escalation_level": 2, "confidence": "moderate", "crisis_plan_required": false}, "provenance": {"layer": 1, "area": "session_interpretation", "template_id": "task2_session_interp_v1", "taxonomy_cells": {"hidden_pattern_id": "plateau", "learner_profile": "adolescent", "n_sessions": 10, "n_programs": 3, "n_behaviors": 0, "behavior_ids": [], "behavior_functions": [], "has_abc_data": false, "has_ioa_session": false}, "teacher_model": null, "seed_tag": "70612"}, "curation": {"target_split": "sanity"}}}
{"messages": [{"role": "system", "content": "You are an expert ABA (Applied Behavior Analysis) clinical assistant. You help\nBoard Certified Behavior Analysts and staff design teaching programs for\nindividuals with autism. Your responses are clinically accurate, individualized\nto the learner profile, follow BACB ethical guidelines, and reference no real\nclient data. Select the appropriate teaching method (DTT, NET, Task Analysis,\nFCT, BST, PRT) based on the skill target and learner profile."}, {"role": "user", "content": "I need a NET program for this skill.\n\nTarget: mands to indicate completion in context (\"I'm all done with math, can I start reading?\")\nCurriculum: Mand L3\nLearner: School-Age Learner\nMastery Status: Approaching mastery\n\nPlease include the MO arrangement, natural opportunity, prompt strategy, natural reinforcer, generalization tactics, and mastery criteria."}, {"role": "assistant", "content": "## Program Overview\n- Target skill: mands to indicate completion in context (\"I'm all done with math, can I start reading?\")\n- Curriculum: Mand L3\n- Learner: School-Age Learner\n- Current mastery: Approaching mastery\n\nThis NET program teaches the target skill through naturalistic embedding \u2014 capturing motivated moments within the learner's routine rather than using contrived massed trials.\n\n## Motivating Operation (MO) Arrangement\nSet up a clearly-bounded activity with a visible endpoint (e.g., a worksheet, a puzzle, a sorting task). Wait for the learner to indicate completion verbally or via AAC; honor the indication immediately.\nPrimary natural context: worksheet.\n\n## Natural Opportunity\nEmbed the teaching opportunity within the learner's worksheet routine. Deliver the opportunity when the MO is evident (learner oriented to the relevant stimulus, approaching the materials, or demonstrating interest).\n\n## Prompt Strategy\nStrategy: Time Delay\nWait a brief interval (0->2->4 s) for independent response before delivering a model or verbal prompt.\nCurrent prompt level: At the approaching mastery stage, use time delay (0 s -> 2 s -> 4 s) before delivering any model prompt; reinforce independent responses differentially.\n\n## Natural Reinforcer\nNatural reinforcer: the activity ends immediately and the learner transitions to the next preferred activity.\nAvoid contrived consequences \u2014 the functional outcome IS the reinforcer.\n\n## Generalization Tactics\n- Program multiple exemplars across 5 different stimuli or peers.\n- Rotate between 3 different natural settings.\n- Rotate across 3 different adults during the teaching phase.\n\n## Mastery Criteria\nIndependent use across 3 different adults and 2 different settings within 2 weeks.\n\n## Data Collection\nOpportunity-based data recording: each naturally-occasioned trial is scored for independence and topography. IOA scheduled every 5 sessions minimum; target agreement \u2265 80%.\n\n## Generalization & Maintenance Plan\nPost-mastery: probe across novel peers, settings, and materials. Maintenance probes weekly for 4 weeks, then monthly. Fade adult-delivered prompts before declaring mastery."}], "meta": {"task_type": "teaching_program", "example_id": "d3c962bf13d35ef1", "gold_labels": {"method": "net", "domain": "VB-MAPP.mand", "level": "L3", "learner_profile": "school_age", "mastery_state": "approaching"}, "provenance": {"layer": 1, "area": "net", "template_id": "task1_net_v1", "taxonomy_cells": {"skill_target": "mands to indicate completion in context (\"I'm all done with math, can I start reading?\")", "mo_category": "mand_completion", "mo_arrangement": "completion_opportunity", "prompt_strategy": "time_delay", "mastery_criterion": "mc_generalize_multi_therapist"}, "teacher_model": null, "seed_tag": "76914"}, "curation": {"target_split": "sanity"}}}
{"messages": [{"role": "system", "content": "You are an expert ABA (Applied Behavior Analysis) clinical assistant. You help\nBoard Certified Behavior Analysts and staff design teaching programs for\nindividuals with autism. Your responses are clinically accurate, individualized\nto the learner profile, follow BACB ethical guidelines, and reference no real\nclient data. Select the appropriate teaching method (DTT, NET, Task Analysis,\nFCT, BST, PRT) based on the skill target and learner profile."}, {"role": "user", "content": "Design a Natural Environment Teaching program for the following.\n\nSkill: negotiates and compromises during group activities\nCurriculum: Social Behavior & Social Play L3\nLearner Level: Adolescent Learner\nBaseline: Emerging\n\nInclude the full naturalistic teaching structure."}, {"role": "assistant", "content": "## Program Overview\n- Target skill: negotiates and compromises during group activities\n- Curriculum: Social Behavior & Social Play L3\n- Learner: Adolescent Learner\n- Current mastery: Emerging\n\nThis NET program teaches the target skill through naturalistic embedding \u2014 capturing motivated moments within the learner's routine rather than using contrived massed trials.\n\n## Motivating Operation (MO) Arrangement\nArrange a shared activity with one or more peers where the target response is naturally occasioned (turn-taking game, shared snack, collaborative task).\nPrimary natural context: peer play.\n\n## Natural Opportunity\nEmbed the teaching opportunity within the learner's peer play routine. Deliver the opportunity when the MO is evident (learner oriented to the relevant stimulus, approaching the materials, or demonstrating interest).\n\n## Prompt Strategy\nStrategy: Model + immediate fade\nDeliver a vocal/gestural model if no response within the motivated moment; fade to expectant look over sessions.\nCurrent prompt level: At the emerging stage, begin with a model prompt delivered during the motivated moment; fade to expectant look across sessions.\n\n## Natural Reinforcer\nNatural reinforcer: peer engages back; activity continues with both.\nAvoid contrived consequences \u2014 the functional outcome IS the reinforcer.\n\n## Generalization Tactics\n- Program multiple exemplars across 3 different stimuli or peers.\n- Rotate between 2 different natural settings.\n- Rotate across 3 different adults during the teaching phase.\n\n## Mastery Criteria\nIndependent use across 3 different adults and 2 different settings within 2 weeks.\n\n## Data Collection\nOpportunity-based data recording: each naturally-occasioned trial is scored for independence and topography. IOA scheduled every 4 sessions minimum; target agreement \u2265 80%.\n\n## Generalization & Maintenance Plan\nPost-mastery: probe across novel peers, settings, and materials. Maintenance probes weekly for 4 weeks, then monthly. Fade adult-delivered prompts before declaring mastery."}], "meta": {"task_type": "teaching_program", "example_id": "73dbfb550a0bf49a", "gold_labels": {"method": "net", "domain": "VB-MAPP.social", "level": "L3", "learner_profile": "adolescent", "mastery_state": "emerging"}, "provenance": {"layer": 1, "area": "net", "template_id": "task1_net_v1", "taxonomy_cells": {"skill_target": "negotiates and compromises during group activities", "mo_category": "social_initiation", "mo_arrangement": "peer_presence", "prompt_strategy": "model_then_fade", "mastery_criterion": "mc_generalize_multi_therapist"}, "teacher_model": null, "seed_tag": "44373"}, "curation": {"target_split": "sanity"}}}
{"messages": [{"role": "system", "content": "You are an expert ABA (Applied Behavior Analysis) clinical assistant. You help\nBoard Certified Behavior Analysts and staff design teaching programs for\nindividuals with autism. Your responses are clinically accurate, individualized\nto the learner profile, follow BACB ethical guidelines, and reference no real\nclient data. Select the appropriate teaching method (DTT, NET, Task Analysis,\nFCT, BST, PRT) based on the skill target and learner profile."}, {"role": "user", "content": "Design a Natural Environment Teaching program for the following.\n\nSkill: spontaneously provides explanations and reasons\nCurriculum: Spontaneous Vocal Behavior L3\nLearner Level: School-Age Learner\nBaseline: Generalization phase\n\nInclude the full naturalistic teaching structure."}, {"role": "assistant", "content": "## Program Overview\n- Target skill: spontaneously provides explanations and reasons\n- Curriculum: Spontaneous Vocal Behavior L3\n- Learner: School-Age Learner\n- Current mastery: Generalization phase\n\nThis NET program teaches the target skill through naturalistic embedding \u2014 capturing motivated moments within the learner's routine rather than using contrived massed trials.\n\n## Motivating Operation (MO) Arrangement\nCreate a small environmental change (new item, familiar item in new location, surprise event) that invites a verbal comment or question.\nPrimary natural context: room transition.\n\n## Natural Opportunity\nEmbed the teaching opportunity within the learner's room transition routine. Deliver the opportunity when the MO is evident (learner oriented to the relevant stimulus, approaching the materials, or demonstrating interest).\n\n## Prompt Strategy\nStrategy: Model + immediate fade\nDeliver a vocal/gestural model if no response within the motivated moment; fade to expectant look over sessions.\nCurrent prompt level: At the generalization stage, use expectant look only; avoid direct prompts. The MO itself should be sufficient to occasion the response.\n\n## Natural Reinforcer\nNatural reinforcer: adult attends to the comment with matching affect.\nAvoid contrived consequences \u2014 the functional outcome IS the reinforcer.\n\n## Generalization Tactics\n- Program multiple exemplars across 4 different stimuli or peers.\n- Rotate between 3 different natural settings.\n- Rotate across 3 different adults during the teaching phase.\n\n## Mastery Criteria\nIndependent use of target response across 3 natural opportunities per day for 3 consecutive days.\n\n## Data Collection\nOpportunity-based data recording: each naturally-occasioned trial is scored for independence and topography. IOA scheduled every 5 sessions minimum; target agreement \u2265 80%.\n\n## Generalization & Maintenance Plan\nPost-mastery: probe across novel peers, settings, and materials. Maintenance probes weekly for 4 weeks, then monthly. Fade adult-delivered prompts before declaring mastery."}], "meta": {"task_type": "teaching_program", "example_id": "52367b6070b84c39", "gold_labels": {"method": "net", "domain": "VB-MAPP.spontaneous_vocal", "level": "L3", "learner_profile": "school_age", "mastery_state": "generalization"}, "provenance": {"layer": 1, "area": "net", "template_id": "task1_net_v1", "taxonomy_cells": {"skill_target": "spontaneously provides explanations and reasons", "mo_category": "spontaneous_comment", "mo_arrangement": "unexpected_change", "prompt_strategy": "model_then_fade", "mastery_criterion": "mc_indep_natural_env"}, "teacher_model": null, "seed_tag": "75835"}, "curation": {"target_split": "sanity"}}}
{"messages": [{"role": "system", "content": "You are an expert ABA (Applied Behavior Analysis) clinical assistant. You\nanalyze multi-session behavioral session logs for individuals with autism and\nproduce structured clinical interpretations that identify patterns, hypothesize\nbehavior functions when applicable, and recommend programming adjustments\nstructured along BIP lines (antecedent strategies, replacement behaviors,\nconsequence strategies, crisis plan). Your interpretation also includes an\nescalation level and a confidence expression. Every recommendation is grounded\nin the data provided. Follow BACB ethical guidelines and reference no real\nclient data."}, {"role": "user", "content": "Review this session log and produce a structured clinical interpretation.\n\nLEARNER PROFILE\nSynthetic ID: SYN-1411\nProfile: Adolescent Learner (13\u201317 years)\nCurricula: Community + Home Skills + Mand + Self-Care\nDate range: Sessions 1\u201312 across 24 days (2026-07-24 to 2026-08-17)\n\nACCELERATION PROGRAMS\n1. identifying community safety signs (Community)\n   Method: DTT\n2. making the bed (Home Skills)\n   Method: Task Analysis\n3. tolerating tooth brushing by caregiver (Self-Care)\n   Method: Task Analysis\n4. washing hands independently (Self-Care)\n   Method: Task Analysis\n5. requesting help when a task is difficult (Mand)\n   Method: NET\n\nDECELERATION TARGETS\n1. Motor stereotypy \u2014 function hypothesized: automatic\n2. Property destruction \u2014 function hypothesized: attention\n\nSESSION DATA\n\nSession 1 \u2014 2026-07-24 \u2014 44 min \u2014 1 observer\n  identifying community safety signs: 12/15 correct (79%); latency 2.4s; prompts FP\u00d74, PP\u00d70, G\u00d70, I\u00d711\n  making the bed: 11/14 correct (76%); latency 2.4s; prompts FP\u00d74, PP\u00d71, G\u00d71, I\u00d78\n  tolerating tooth brushing by caregiver: 10/13 correct (81%); latency 2.3s; prompts FP\u00d74, PP\u00d70, G\u00d71, I\u00d78\n  washing hands independently: 12/15 correct (78%); latency 2.4s; prompts FP\u00d74, PP\u00d75, G\u00d74, I\u00d72\n  requesting help when a task is difficult: 8/12 correct (70%); latency 3.0s; prompts FP\u00d73, PP\u00d72, G\u00d74, I\u00d73\n  Motor stereotypy: freq 1; PIR 7%\n  Property destruction: freq 2\n\nSession 2 \u2014 2026-07-26 \u2014 44 min \u2014 1 observer\n  identifying community safety signs: 7/10 correct (75%); latency 2.4s; prompts FP\u00d71, PP\u00d71, G\u00d70, I\u00d78\n  making the bed: 9/13 correct (72%); latency 2.5s; prompts FP\u00d73, PP\u00d72, G\u00d72, I\u00d76\n  tolerating tooth brushing by caregiver: 12/15 correct (83%); latency 2.3s; prompts FP\u00d71, PP\u00d73, G\u00d75, I\u00d76\n  washing hands independently: 8/11 correct (72%); latency 2.9s; prompts FP\u00d70, PP\u00d72, G\u00d73, I\u00d76\n  requesting help when a task is difficult: 8/13 correct (65%); latency 3.3s; prompts FP\u00d70, PP\u00d70, G\u00d70, I\u00d713\n  Motor stereotypy: freq 2; PIR 18%\n  Property destruction: freq 2\n\nSession 3 \u2014 2026-07-28 \u2014 44 min \u2014 1 observer\n  identifying community safety signs: 11/15 correct (70%); latency 2.8s; prompts FP\u00d75, PP\u00d74, G\u00d72, I\u00d74\n  making the bed: 5/8 correct (65%); latency 3.3s; prompts FP\u00d72, PP\u00d72, G\u00d70, I\u00d74\n  tolerating tooth brushing by caregiver: 9/11 correct (78%); latency 2.6s; prompts FP\u00d73, PP\u00d71, G\u00d71, I\u00d76\n  washing hands independently: 9/15 correct (60%); latency 3.0s; prompts FP\u00d72, PP\u00d72, G\u00d72, I\u00d79\n  requesting help when a task is difficult: 9/15 correct (61%); latency 3.2s; prompts FP\u00d71, PP\u00d75, G\u00d71, I\u00d78\n  Motor stereotypy: freq 2; PIR 17%\n  Property destruction: freq 3\n\nSession 4 \u2014 2026-07-30 \u2014 44 min \u2014 1 observer\n  identifying community safety signs: 8/13 correct (65%); latency 2.9s; prompts FP\u00d70, PP\u00d71, G\u00d74, I\u00d78\n  making the bed: 5/10 correct (49%); latency 3.6s; prompts FP\u00d72, PP\u00d70, G\u00d72, I\u00d76\n  tolerating tooth brushing by caregiver: 11/15 correct (73%); latency 2.7s; prompts FP\u00d75, PP\u00d72, G\u00d74, I\u00d74\n  washing hands independently: 7/12 correct (58%); latency 3.3s; prompts FP\u00d70, PP\u00d72, G\u00d71, I\u00d79\n  requesting help when a task is difficult: 6/10 correct (57%); latency 3.7s; prompts FP\u00d72, PP\u00d70, G\u00d72, I\u00d76\n  Motor stereotypy: freq 3; PIR 14%\n  Property destruction: freq 3\n\nSession 5 \u2014 2026-08-01 \u2014 44 min \u2014 1 observer\n  identifying community safety signs: 7/10 correct (67%); latency 2.8s; prompts FP\u00d73, PP\u00d73, G\u00d72, I\u00d72\n  making the bed: 7/13 correct (50%); latency 3.7s; prompts FP\u00d72, PP\u00d73, G\u00d70, I\u00d78\n  tolerating tooth brushing by caregiver: 7/11 correct (66%); latency 3.2s; prompts FP\u00d71, PP\u00d73, G\u00d71, I\u00d76\n  washing hands independently: 7/15 correct (47%); latency 3.8s; prompts FP\u00d75, PP\u00d73, G\u00d75, I\u00d72\n  requesting help when a task is difficult: 4/9 correct (45%); latency 4.1s; prompts FP\u00d71, PP\u00d73, G\u00d72, I\u00d73\n  Motor stereotypy: freq 3; PIR 23%\n  Property destruction: freq 4\n\nSession 6 \u2014 2026-08-03 \u2014 44 min \u2014 1 observer\n  identifying community safety signs: 8/14 correct (60%); latency 3.1s; prompts FP\u00d71, PP\u00d72, G\u00d74, I\u00d77\n  making the bed: 3/9 correct (36%); latency 4.1s; prompts FP\u00d70, PP\u00d73, G\u00d70, I\u00d76\n  tolerating tooth brushing by caregiver: 9/14 correct (61%); latency 3.1s; prompts FP\u00d72, PP\u00d73, G\u00d72, I\u00d77\n  washing hands independently: 7/15 correct (47%); latency 3.9s; prompts FP\u00d75, PP\u00d73, G\u00d75, I\u00d72\n  requesting help when a task is difficult: 6/12 correct (48%); latency 4.1s; prompts FP\u00d71, PP\u00d71, G\u00d74, I\u00d76\n  Motor stereotypy: freq 3; PIR 19%\n  Property destruction: freq 3\n\nSession 7 \u2014 2026-08-05 \u2014 44 min \u2014 1 observer\n  identifying community safety signs: 4/8 correct (50%); latency 3.9s; prompts FP\u00d71, PP\u00d72, G\u00d71, I\u00d74\n  making the bed: 2/8 correct (30%); latency 4.9s; prompts FP\u00d71, PP\u00d72, G\u00d71, I\u00d74\n  tolerating tooth brushing by caregiver: 7/12 correct (59%); latency 3.1s; prompts FP\u00d73, PP\u00d71, G\u00d70, I\u00d78\n  washing hands independently: 4/10 correct (35%); latency 4.2s; prompts FP\u00d71, PP\u00d72, G\u00d71, I\u00d76\n  requesting help when a task is difficult: 4/9 correct (43%); latency 4.3s; prompts FP\u00d70, PP\u00d72, G\u00d72, I\u00d75\n  Motor stereotypy: freq 4; PIR 22%\n  Property destruction: freq 4\n\nSession 8 \u2014 2026-08-07 \u2014 44 min \u2014 1 observer\n  identifying community safety signs: 7/14 correct (52%); latency 3.8s; prompts FP\u00d71, PP\u00d74, G\u00d70, I\u00d79\n  making the bed: 2/11 correct (20%); latency 5.2s; prompts FP\u00d70, PP\u00d71, G\u00d70, I\u00d710\n  tolerating tooth brushing by caregiver: 5/9 correct (52%); latency 3.4s; prompts FP\u00d71, PP\u00d73, G\u00d70, I\u00d75\n  washing hands independently: 3/11 correct (26%); latency 4.6s; prompts FP\u00d70, PP\u00d70, G\u00d73, I\u00d78\n  requesting help when a task is difficult: 4/14 correct (31%); latency 4.4s; prompts FP\u00d74, PP\u00d70, G\u00d74, I\u00d76\n  Motor stereotypy: freq 5; PIR 25%\n  Property destruction: freq 5\n\nSession 9 \u2014 2026-08-09 \u2014 44 min \u2014 1 observer\n  identifying community safety signs: 4/9 correct (39%); latency 4.2s; prompts FP\u00d73, PP\u00d70, G\u00d72, I\u00d74\n  making the bed: 2/8 correct (20%); latency 5.4s; prompts FP\u00d71, PP\u00d70, G\u00d72, I\u00d75\n  tolerating tooth brushing by caregiver: 6/12 correct (50%); latency 3.7s; prompts FP\u00d72, PP\u00d71, G\u00d74, I\u00d75\n  washing hands independently: 3/15 correct (22%); latency 5.0s; prompts FP\u00d75, PP\u00d71, G\u00d72, I\u00d77\n  requesting help when a task is difficult: 4/14 correct (28%); latency 4.8s; prompts FP\u00d74, PP\u00d70, G\u00d74, I\u00d76\n  Motor stereotypy: freq 4; PIR 30%\n  Property destruction: freq 5\n\nSession 10 \u2014 2026-08-11 \u2014 44 min \u2014 1 observer\n  identifying community safety signs: 6/15 correct (39%); latency 4.0s; prompts FP\u00d74, PP\u00d70, G\u00d75, I\u00d76\n  making the bed: 1/13 correct (10%); latency 5.8s; prompts FP\u00d70, PP\u00d71, G\u00d70, I\u00d712\n  tolerating tooth brushing by caregiver: 5/12 correct (44%); latency 4.2s; prompts FP\u00d72, PP\u00d73, G\u00d71, I\u00d76\n  washing hands independently: 2/9 correct (21%); latency 4.9s; prompts FP\u00d71, PP\u00d72, G\u00d73, I\u00d73\n  requesting help when a task is difficult: 2/9 correct (27%); latency 4.8s; prompts FP\u00d70, PP\u00d71, G\u00d73, I\u00d75\n  Motor stereotypy: freq 5; PIR 35%\n  Property destruction: freq 5\n\nSession 11 \u2014 2026-08-13 \u2014 44 min \u2014 1 observer\n  identifying community safety signs: 4/14 correct (31%); latency 4.5s; prompts FP\u00d74, PP\u00d72, G\u00d71, I\u00d77\n  making the bed: 1/8 correct (10%); latency 5.5s; prompts FP\u00d72, PP\u00d72, G\u00d71, I\u00d73\n  tolerating tooth brushing by caregiver: 6/15 correct (41%); latency 4.3s; prompts FP\u00d72, PP\u00d74, G\u00d74, I\u00d75\n  washing hands independently: 1/14 correct (10%); latency 5.6s; prompts FP\u00d74, PP\u00d71, G\u00d71, I\u00d78\n  requesting help when a task is difficult: 1/10 correct (14%); latency 5.3s; prompts FP\u00d71, PP\u00d73, G\u00d72, I\u00d74\n  Motor stereotypy: freq 5; PIR 23%\n  Property destruction: freq 4\n\nSession 12 \u2014 2026-08-15 \u2014 44 min \u2014 1 observer\n  identifying community safety signs: 3/11 correct (31%); latency 4.8s; prompts FP\u00d71, PP\u00d72, G\u00d71, I\u00d77\n  making the bed: 1/9 correct (10%); latency 5.3s; prompts FP\u00d72, PP\u00d71, G\u00d71, I\u00d75\n  tolerating tooth brushing by caregiver: 3/8 correct (35%); latency 4.5s; prompts FP\u00d72, PP\u00d72, G\u00d71, I\u00d73\n  washing hands independently: 1/12 correct (10%); latency 5.3s; prompts FP\u00d72, PP\u00d70, G\u00d72, I\u00d78\n  requesting help when a task is difficult: 2/14 correct (16%); latency 5.0s; prompts FP\u00d73, PP\u00d71, G\u00d72, I\u00d78\n  Motor stereotypy: freq 5; PIR 31%\n  Property destruction: freq 6\n\nBEHAVIORAL OBSERVATIONS (across sessions)\n- Peer aggression (hitting or pushing peers during group activities)\n- Elopement from the work area\n- Vocal refusal ('no', 'I don't want to')\n- Increased response latency (3\u20135\u00d7 baseline)\n\nPlease include: (1) clinical concerns, (2) pattern classification, (3) function hypothesis for any target behaviors, (4) recommendations structured as antecedent / replacement / consequence / crisis, (5) escalation level and confidence, (6) data-supported rationale."}, {"role": "assistant", "content": "## Clinical Concerns\n- **Regression identified**: accuracy has declined from 79% to 31% across 12 sessions.\n- Accompanying behavior data suggests the decline may be function-related.\n\n## Pattern Classification\nregression\n\nPreviously-established responding has declined across recent sessions, warranting review of environmental and reinforcement variables.\n\n## Behavior Function Hypothesis\nMotor stereotypy: automatic\n  Evidence: behavior persists across contexts without clear social mediation.\nProperty destruction: attention\n  Evidence: behavior occurs during low-attention periods and results in social attention contingently.\n\n## Programming Recommendations\n\n### Antecedent strategies\n- Conduct reinforcer assessment to identify current high-preference items.\n- Review recent environmental or schedule changes that may be affecting performance.\n- Return temporarily to a previously-mastered prompt level and re-fade systematically.\n\n### Replacement behavior (FCT)\n- If problem behavior accompanies regression, strengthen replacement-behavior training for the hypothesized function.\n\n### Consequence strategies\n- Increase reinforcement magnitude and schedule temporarily (return to CRF if needed).\n- Implement more frequent maintenance probes (at least weekly) after re-mastery.\n\n### Crisis plan\n- If regression co-occurs with severe behavior (SIB, aggression, property destruction) reaching the learner's safety threshold: pause all skill-acquisition programming, implement environmental safety measures (clear the area of hazards, move peers to safe distance), and contact the supervising BCBA.\n- Staff should first attempt verbal de-escalation and least-restrictive strategies; physical intervention is used only as a last resort and only by staff currently certified in the facility's crisis-prevention framework (e.g., Safety-Care, CPI, or equivalent).\n- Physical intervention is applied only when specifically authorized in this learner's BIP. Many learners have contraindications (medical conditions, developmental or age-related factors, trauma history, or explicit BIP restrictions) that rule out restrictive procedures \u2014 in those cases the crisis plan defaults to verbal de-escalation, environmental safety measures, and immediate supervisor / emergency contact without physical intervention.\n\n## Escalation Level\n3 \u2014 Supervisor review\n\nCombination of performance decline and/or behavior data warrants supervising BCBA review within 24\u201348 hours.\n\n## Confidence\nmoderate\n\nPattern is supported but alternatives cannot be fully excluded: 12 sessions of data; no IOA session included.\n\n## Data-Supported Rationale\n- Mean accuracy across 12 sessions: 54.9%.\n- Trend direction: downward (first session: 79%, last session: 31%).\n- Motor stereotypy: mean 3.5/session (early-window mean 2.0 -> late-window mean 4.8).\n- Property destruction: mean 3.8/session (early-window mean 2.5 -> late-window mean 5.0).\n- No IOA session in this log; reliability of measurements cannot be independently verified."}], "meta": {"task_type": "session_interpretation", "example_id": "a8fbbeda47ceb966", "gold_labels": {"pattern_class": "regression", "behavior_functions": {"Motor stereotypy": "automatic", "Property destruction": "attention"}, "escalation_level": 3, "confidence": "moderate", "crisis_plan_required": true}, "provenance": {"layer": 1, "area": "session_interpretation", "template_id": "task2_session_interp_v1", "taxonomy_cells": {"hidden_pattern_id": "regression", "learner_profile": "adolescent", "n_sessions": 12, "n_programs": 5, "n_behaviors": 2, "behavior_ids": ["motor_stereotypy", "property_destruction"], "behavior_functions": ["automatic", "attention"], "has_abc_data": false, "has_ioa_session": false}, "teacher_model": null, "seed_tag": "19742"}, "curation": {"target_split": "sanity"}}}
{"messages": [{"role": "system", "content": "You are an expert ABA (Applied Behavior Analysis) clinical assistant. You\nanalyze multi-session behavioral session logs for individuals with autism and\nproduce structured clinical interpretations that identify patterns, hypothesize\nbehavior functions when applicable, and recommend programming adjustments\nstructured along BIP lines (antecedent strategies, replacement behaviors,\nconsequence strategies, crisis plan). Your interpretation also includes an\nescalation level and a confidence expression. Every recommendation is grounded\nin the data provided. Follow BACB ethical guidelines and reference no real\nclient data."}, {"role": "user", "content": "Review this session log and produce a structured clinical interpretation.\n\nLEARNER PROFILE\nSynthetic ID: SYN-9328\nProfile: Adult Learner (18+ years)\nCurricula: Home Skills + Independent Living + Mand + Self-Care + Tolerating Denied Access + Vocational\nDate range: Sessions 1\u201310 across 20 days (2026-06-09 to 2026-06-29)\n\nACCELERATION PROGRAMS\n1. completing assigned tasks in order (Vocational)\n   Method: Task Analysis\n2. brushing teeth independently (Self-Care)\n   Method: Task Analysis\n3. scheduling medical appointments (Independent Living)\n   Method: Task Analysis\n4. doing laundry (Home Skills)\n   Method: Task Analysis\n5. indicating 'all done' at task completion (Mand)\n   Method: NET\n6. wait calmly when a preferred activity is denied (Tolerating Denied Access)\n   Method: FCT\n\nDECELERATION TARGETS\n1. Verbal aggression \u2014 function hypothesized: escape\n2. Non-compliance \u2014 function hypothesized: escape\n\nSESSION DATA\n\nSession 1 \u2014 2026-06-09 \u2014 52 min \u2014 1 observer\n  completing assigned tasks in order: 7/11 correct (64%); latency 3.3s; prompts FP\u00d72, PP\u00d72, G\u00d70, I\u00d77\n  brushing teeth independently: 3/8 correct (44%); latency 3.9s; prompts FP\u00d72, PP\u00d70, G\u00d72, I\u00d74\n  scheduling medical appointments: 6/9 correct (64%); latency 3.2s; prompts FP\u00d73, PP\u00d72, G\u00d70, I\u00d74\n  doing laundry: 6/9 correct (65%); latency 3.1s; prompts FP\u00d70, PP\u00d71, G\u00d71, I\u00d77\n  indicating 'all done' at task completion: 8/15 correct (53%); latency 3.6s; prompts FP\u00d72, PP\u00d73, G\u00d72, I\u00d78\n  wait calmly when a preferred activity is denied: 4/10 correct (42%); latency 3.8s; prompts FP\u00d72, PP\u00d71, G\u00d73, I\u00d74\n  Verbal aggression: freq 4\n  Non-compliance: freq 3\n\nSession 2 \u2014 2026-06-11 \u2014 52 min \u2014 1 observer\n  completing assigned tasks in order: 8/9 correct (84%); latency 2.2s; prompts FP\u00d73, PP\u00d71, G\u00d73, I\u00d72\n  brushing teeth independently: 7/15 correct (48%); latency 4.0s; prompts FP\u00d74, PP\u00d71, G\u00d75, I\u00d75\n  scheduling medical appointments: 7/15 correct (48%); latency 3.9s; prompts FP\u00d75, PP\u00d75, G\u00d70, I\u00d75\n  doing laundry: 6/9 correct (68%); latency 2.7s; prompts FP\u00d71, PP\u00d73, G\u00d71, I\u00d74\n  indicating 'all done' at task completion: 5/14 correct (39%); latency 4.0s; prompts FP\u00d74, PP\u00d72, G\u00d74, I\u00d74\n  wait calmly when a preferred activity is denied: 6/13 correct (50%); latency 3.8s; prompts FP\u00d74, PP\u00d71, G\u00d74, I\u00d74\n  Verbal aggression: freq 3\n  Non-compliance: freq 3\n\nSession 3 \u2014 2026-06-13 \u2014 52 min \u2014 1 observer\n  completing assigned tasks in order: 4/8 correct (49%); latency 3.9s; prompts FP\u00d70, PP\u00d71, G\u00d71, I\u00d76\n  brushing teeth independently: 5/9 correct (52%); latency 3.8s; prompts FP\u00d73, PP\u00d72, G\u00d72, I\u00d72\n  scheduling medical appointments: 7/11 correct (61%); latency 3.3s; prompts FP\u00d73, PP\u00d70, G\u00d70, I\u00d78\n  doing laundry: 8/12 correct (65%); latency 2.9s; prompts FP\u00d73, PP\u00d74, G\u00d74, I\u00d71\n  indicating 'all done' at task completion: 4/9 correct (49%); latency 4.0s; prompts FP\u00d73, PP\u00d72, G\u00d73, I\u00d71\n  wait calmly when a preferred activity is denied: 6/15 correct (37%); latency 4.1s; prompts FP\u00d74, PP\u00d72, G\u00d72, I\u00d77\n  Verbal aggression: freq 1\n  Non-compliance: freq 4\n\nSession 4 \u2014 2026-06-15 \u2014 52 min \u2014 1 observer\n  completing assigned tasks in order: 6/11 correct (58%); latency 3.5s; prompts FP\u00d70, PP\u00d71, G\u00d70, I\u00d710\n  brushing teeth independently: 6/10 correct (55%); latency 3.8s; prompts FP\u00d72, PP\u00d70, G\u00d70, I\u00d78\n  scheduling medical appointments: 10/14 correct (74%); latency 2.6s; prompts FP\u00d70, PP\u00d72, G\u00d74, I\u00d78\n  doing laundry: 8/12 correct (63%); latency 2.9s; prompts FP\u00d72, PP\u00d70, G\u00d72, I\u00d78\n  indicating 'all done' at task completion: 7/15 correct (49%); latency 3.8s; prompts FP\u00d73, PP\u00d72, G\u00d75, I\u00d75\n  wait calmly when a preferred activity is denied: 6/13 correct (50%); latency 3.9s; prompts FP\u00d70, PP\u00d72, G\u00d73, I\u00d78\n  Verbal aggression: freq 3\n  Non-compliance: freq 1\n\nSession 5 \u2014 2026-06-17 \u2014 52 min \u2014 1 observer\n  completing assigned tasks in order: 8/10 correct (82%); latency 2.5s; prompts FP\u00d71, PP\u00d72, G\u00d71, I\u00d76\n  brushing teeth independently: 5/9 correct (57%); latency 3.5s; prompts FP\u00d70, PP\u00d73, G\u00d71, I\u00d75\n  scheduling medical appointments: 8/11 correct (75%); latency 2.6s; prompts FP\u00d73, PP\u00d71, G\u00d70, I\u00d77\n  doing laundry: 8/10 correct (81%); latency 2.2s; prompts FP\u00d73, PP\u00d72, G\u00d72, I\u00d73\n  indicating 'all done' at task completion: 6/15 correct (43%); latency 4.0s; prompts FP\u00d73, PP\u00d71, G\u00d72, I\u00d79\n  wait calmly when a preferred activity is denied: 5/8 correct (61%); latency 3.5s; prompts FP\u00d70, PP\u00d71, G\u00d71, I\u00d76\n  Verbal aggression: freq 2\n  Non-compliance: freq 5\n\nSession 6 \u2014 2026-06-19 \u2014 IOA SESSION \u2014 2 observers\n  completing assigned tasks in order: 51% (primary); IOA 96% agreement\n  brushing teeth independently: 45% (primary); IOA 96% agreement\n  scheduling medical appointments: 71% (primary); IOA 96% agreement\n  doing laundry: 61% (primary); IOA 96% agreement\n  indicating 'all done' at task completion: 46% (primary); IOA 96% agreement\n  wait calmly when a preferred activity is denied: 51% (primary); IOA 96% agreement\n  Verbal aggression: freq 3; IOA 96% agreement\n  Non-compliance: freq 2; IOA 96% agreement\n\nSession 7 \u2014 2026-06-21 \u2014 52 min \u2014 1 observer\n  completing assigned tasks in order: 6/8 correct (80%); latency 2.7s; prompts FP\u00d70, PP\u00d70, G\u00d72, I\u00d76\n  brushing teeth independently: 5/8 correct (60%); latency 3.4s; prompts FP\u00d70, PP\u00d71, G\u00d72, I\u00d75\n  scheduling medical appointments: 5/8 correct (65%); latency 2.9s; prompts FP\u00d70, PP\u00d70, G\u00d70, I\u00d78\n  doing laundry: 5/9 correct (59%); latency 3.4s; prompts FP\u00d72, PP\u00d70, G\u00d72, I\u00d75\n  indicating 'all done' at task completion: 5/12 correct (39%); latency 4.4s; prompts FP\u00d72, PP\u00d70, G\u00d71, I\u00d79\n  wait calmly when a preferred activity is denied: 4/13 correct (33%); latency 4.5s; prompts FP\u00d70, PP\u00d73, G\u00d73, I\u00d77\n  Verbal aggression: freq 4\n  Non-compliance: freq 6\n\nSession 8 \u2014 2026-06-23 \u2014 52 min \u2014 1 observer\n  completing assigned tasks in order: 8/13 correct (62%); latency 3.0s; prompts FP\u00d71, PP\u00d73, G\u00d70, I\u00d79\n  brushing teeth independently: 4/9 correct (50%); latency 3.5s; prompts FP\u00d70, PP\u00d71, G\u00d73, I\u00d75\n  scheduling medical appointments: 5/10 correct (53%); latency 3.6s; prompts FP\u00d73, PP\u00d73, G\u00d70, I\u00d74\n  doing laundry: 6/11 correct (51%); latency 4.0s; prompts FP\u00d73, PP\u00d73, G\u00d72, I\u00d73\n  indicating 'all done' at task completion: 2/10 correct (24%); latency 4.9s; prompts FP\u00d71, PP\u00d73, G\u00d72, I\u00d74\n  wait calmly when a preferred activity is denied: 5/10 correct (52%); latency 3.9s; prompts FP\u00d72, PP\u00d70, G\u00d70, I\u00d78\n  Verbal aggression: freq 1\n  Non-compliance: freq 2\n\nSession 9 \u2014 2026-06-25 \u2014 52 min \u2014 1 observer\n  completing assigned tasks in order: 10/13 correct (78%); latency 2.8s; prompts FP\u00d70, PP\u00d73, G\u00d70, I\u00d710\n  brushing teeth independently: 4/8 correct (48%); latency 3.8s; prompts FP\u00d70, PP\u00d70, G\u00d72, I\u00d76\n  scheduling medical appointments: 11/15 correct (76%); latency 2.6s; prompts FP\u00d70, PP\u00d71, G\u00d72, I\u00d712\n  doing laundry: 5/8 correct (67%); latency 2.8s; prompts FP\u00d72, PP\u00d72, G\u00d72, I\u00d72\n  indicating 'all done' at task completion: 4/12 correct (30%); latency 4.9s; prompts FP\u00d73, PP\u00d74, G\u00d71, I\u00d74\n  wait calmly when a preferred activity is denied: 6/11 correct (54%); latency 3.4s; prompts FP\u00d71, PP\u00d73, G\u00d70, I\u00d77\n  Verbal aggression: freq 2\n  Non-compliance: freq 3\n\nSession 10 \u2014 2026-06-27 \u2014 52 min \u2014 1 observer\n  completing assigned tasks in order: 13/15 correct (84%); latency 2.3s; prompts FP\u00d73, PP\u00d75, G\u00d72, I\u00d75\n  brushing teeth independently: 6/9 correct (63%); latency 2.9s; prompts FP\u00d71, PP\u00d71, G\u00d71, I\u00d76\n  scheduling medical appointments: 12/15 correct (77%); latency 2.3s; prompts FP\u00d72, PP\u00d74, G\u00d72, I\u00d77\n  doing laundry: 7/15 correct (50%); latency 3.5s; prompts FP\u00d71, PP\u00d74, G\u00d75, I\u00d75\n  indicating 'all done' at task completion: 6/10 correct (59%); latency 3.6s; prompts FP\u00d73, PP\u00d70, G\u00d72, I\u00d75\n  wait calmly when a preferred activity is denied: 6/9 correct (61%); latency 3.4s; prompts FP\u00d72, PP\u00d72, G\u00d72, I\u00d73\n  Verbal aggression: freq 4\n  Non-compliance: freq 4\n\nBEHAVIORAL OBSERVATIONS (across sessions)\n- Playing with non-task materials\n- Delayed responding (>5 seconds consistently)\n- Looking away during SD presentation\n\nPlease include: (1) clinical concerns, (2) pattern classification, (3) function hypothesis for any target behaviors, (4) recommendations structured as antecedent / replacement / consequence / crisis, (5) escalation level and confidence, (6) data-supported rationale."}, {"role": "assistant", "content": "## Clinical Concerns\n- **Variable performance**: accuracy fluctuating around 74% with no clear trend.\n- Inconsistency may indicate stimulus-control issues or motivational variability across sessions.\n\n## Pattern Classification\nvariable_performance\n\nHigh session-to-session variability with no clear trend suggests environmental or motivational inconsistency rather than a single programmatic issue.\n\n## Behavior Function Hypothesis\nVerbal aggression: escape\n  Evidence: behavior occurs in the context of demand presentation and terminates contingent on task removal.\nNon-compliance: escape\n  Evidence: behavior occurs in the context of demand presentation and terminates contingent on task removal.\n\n## Programming Recommendations\n\n### Antecedent strategies\n- Check for environmental variables that differ across sessions (time of day, therapist, setting).\n- Standardize session structure and reinforcement delivery across therapists.\n\n### Consequence strategies\n- Implement inter-observer agreement probes to rule out measurement inconsistency.\n\n## Escalation Level\n2 \u2014 Adjust next session\n\nProgramming adjustments indicated at next session; no immediate safety concern.\n\n## Confidence\nhigh\n\nPattern is well-supported: 10 sessions of data, low variance, and IOA evidence confirm reliability.\n\n## Data-Supported Rationale\n- Mean accuracy across 10 sessions: 69.2%.\n- Trend direction: upward (first session: 64%, last session: 84%).\n- Verbal aggression: mean 2.7/session (early-window mean 2.7 -> late-window mean 2.3).\n- Non-compliance: mean 3.3/session (early-window mean 3.3 -> late-window mean 3.0).\n- IOA data: 96% agreement on IOA session \u2014 adequate."}], "meta": {"task_type": "session_interpretation", "example_id": "1fb68e3f6908bb1b", "gold_labels": {"pattern_class": "variable_performance", "behavior_functions": {"Verbal aggression": "escape", "Non-compliance": "escape"}, "escalation_level": 2, "confidence": "high", "crisis_plan_required": false}, "provenance": {"layer": 1, "area": "session_interpretation", "template_id": "task2_session_interp_v1", "taxonomy_cells": {"hidden_pattern_id": "variable_performance", "learner_profile": "adult", "n_sessions": 10, "n_programs": 6, "n_behaviors": 2, "behavior_ids": ["verbal_aggression", "non_compliance"], "behavior_functions": ["escape", "escape"], "has_abc_data": false, "has_ioa_session": true}, "teacher_model": null, "seed_tag": "346"}, "curation": {"target_split": "sanity"}}}
{"messages": [{"role": "system", "content": "You are an expert ABA (Applied Behavior Analysis) clinical assistant. You\nanalyze multi-session behavioral session logs for individuals with autism and\nproduce structured clinical interpretations that identify patterns, hypothesize\nbehavior functions when applicable, and recommend programming adjustments\nstructured along BIP lines (antecedent strategies, replacement behaviors,\nconsequence strategies, crisis plan). Your interpretation also includes an\nescalation level and a confidence expression. Every recommendation is grounded\nin the data provided. Follow BACB ethical guidelines and reference no real\nclient data."}, {"role": "user", "content": "Interpret the following behavioral session log. Provide clinical concerns, pattern classification, behavior function hypothesis (if applicable), programming recommendations (antecedent / replacement / consequence / crisis), escalation level, confidence, and data-supported rationale.\n\nLEARNER PROFILE\nSynthetic ID: SYN-5412\nProfile: Adult Learner (18+ years)\nCurricula: Independent Living + Mand + Self-Care\nDate range: Sessions 1\u20138 across 16 days (2026-01-14 to 2026-01-30)\n\nACCELERATION PROGRAMS\n1. indicating 'all done' at task completion (Mand)\n   Method: NET\n2. self-advocacy statements (Independent Living)\n   Method: BST\n3. brushing teeth independently (Self-Care)\n   Method: Task Analysis\n\nDECELERATION TARGETS\n1. Verbal aggression \u2014 function hypothesized: escape\n\nSESSION DATA\n\nSession 1 \u2014 2026-01-14 \u2014 34 min \u2014 1 observer\n  indicating 'all done' at task completion: 11/13 correct (82%); latency 2.6s; prompts FP\u00d72, PP\u00d74, G\u00d72, I\u00d75\n  self-advocacy statements: 13/15 correct (85%); latency 2.1s; prompts FP\u00d71, PP\u00d73, G\u00d74, I\u00d77\n  brushing teeth independently: 10/14 correct (69%); latency 2.9s; prompts FP\u00d70, PP\u00d74, G\u00d74, I\u00d76\n  Verbal aggression: freq 2\n  ABC (verbal aggression): A = demand to complete math problem; B = threw materials and vocalized 'no'; C = staff removed demand, redirected\n\nSession 2 \u2014 2026-01-16 \u2014 34 min \u2014 1 observer\n  indicating 'all done' at task completion: 6/8 correct (79%); latency 2.5s; prompts FP\u00d72, PP\u00d72, G\u00d70, I\u00d74\n  self-advocacy statements: 8/10 correct (78%); latency 2.7s; prompts FP\u00d73, PP\u00d73, G\u00d72, I\u00d72\n  brushing teeth independently: 7/10 correct (65%); latency 2.9s; prompts FP\u00d73, PP\u00d70, G\u00d71, I\u00d76\n  Verbal aggression: freq 4\n\nSession 3 \u2014 2026-01-18 \u2014 34 min \u2014 1 observer\n  indicating 'all done' at task completion: 9/12 correct (72%); latency 2.6s; prompts FP\u00d73, PP\u00d73, G\u00d73, I\u00d73\n  self-advocacy statements: 8/12 correct (69%); latency 3.1s; prompts FP\u00d72, PP\u00d73, G\u00d72, I\u00d75\n  brushing teeth independently: 9/14 correct (65%); latency 3.2s; prompts FP\u00d70, PP\u00d73, G\u00d73, I\u00d78\n  Verbal aggression: freq 4\n\nSession 4 \u2014 2026-01-20 \u2014 34 min \u2014 1 observer\n  indicating 'all done' at task completion: 5/8 correct (60%); latency 3.6s; prompts FP\u00d70, PP\u00d71, G\u00d70, I\u00d77\n  self-advocacy statements: 8/12 correct (66%); latency 3.2s; prompts FP\u00d72, PP\u00d70, G\u00d70, I\u00d710\n  brushing teeth independently: 6/12 correct (54%); latency 3.4s; prompts FP\u00d74, PP\u00d70, G\u00d73, I\u00d75\n  Verbal aggression: freq 5\n\nSession 5 \u2014 2026-01-22 \u2014 IOA SESSION \u2014 2 observers\n  indicating 'all done' at task completion: 54% (primary); IOA 91% agreement\n  self-advocacy statements: 61% (primary); IOA 91% agreement\n  brushing teeth independently: 54% (primary); IOA 91% agreement\n  Verbal aggression: freq 6; IOA 91% agreement\n\nSession 6 \u2014 2026-01-24 \u2014 34 min \u2014 1 observer\n  indicating 'all done' at task completion: 5/9 correct (55%); latency 3.7s; prompts FP\u00d73, PP\u00d73, G\u00d70, I\u00d73\n  self-advocacy statements: 5/10 correct (55%); latency 3.4s; prompts FP\u00d72, PP\u00d71, G\u00d71, I\u00d76\n  brushing teeth independently: 5/12 correct (46%); latency 3.7s; prompts FP\u00d73, PP\u00d70, G\u00d74, I\u00d75\n  Verbal aggression: freq 6\n  ABC (verbal aggression): A = asked to finish dressing task; B = kicked at materials; C = task paused for 3 min\n\nSession 7 \u2014 2026-01-26 \u2014 34 min \u2014 1 observer\n  indicating 'all done' at task completion: 4/9 correct (42%); latency 4.3s; prompts FP\u00d70, PP\u00d70, G\u00d70, I\u00d79\n  self-advocacy statements: 6/12 correct (54%); latency 3.6s; prompts FP\u00d72, PP\u00d72, G\u00d70, I\u00d78\n  brushing teeth independently: 4/9 correct (41%); latency 3.9s; prompts FP\u00d73, PP\u00d72, G\u00d71, I\u00d73\n  Verbal aggression: freq 7\n\nSession 8 \u2014 2026-01-28 \u2014 34 min \u2014 1 observer\n  indicating 'all done' at task completion: 3/9 correct (36%); latency 4.4s; prompts FP\u00d72, PP\u00d72, G\u00d71, I\u00d74\n  self-advocacy statements: 4/9 correct (45%); latency 4.1s; prompts FP\u00d72, PP\u00d73, G\u00d71, I\u00d73\n  brushing teeth independently: 3/9 correct (38%); latency 4.4s; prompts FP\u00d72, PP\u00d71, G\u00d71, I\u00d75\n  Verbal aggression: freq 6\n\nBEHAVIORAL OBSERVATIONS (across sessions)\n- Self-stimulatory behavior increase during demand periods\n- Aggression attempt directed at staff (hit, kick, or scratch toward adult)\n- Elopement from the work area\n- Crying during demand presentation"}, {"role": "assistant", "content": "## Clinical Concerns\n- **Frustration pattern**: declining accuracy (82% -> 36%) with escape-indicator behaviors.\n- Risk of learned helplessness and escape-maintained behavior if not addressed.\n\n## Pattern Classification\nfrustration_pattern\n\nDeclining accuracy co-occurs with escape-indicator behaviors, consistent with frustration and escape-maintained responding to demand.\n\n## Behavior Function Hypothesis\nVerbal aggression: escape\n  Evidence: ABC events in the log support the escape function; behavior occurs in the context of demand presentation and terminates contingent on task removal.\n\n## Programming Recommendations\n\n### Antecedent strategies\n- **Immediately** reduce task difficulty \u2014 drop back 1\u20132 prompt levels or present previously-mastered targets.\n- Intersperse easy (mastered) tasks with acquisition targets at a 3:1 or 4:1 ratio.\n- Shorten session length and increase break frequency.\n\n### Replacement behavior (FCT)\n- Teach a replacement response ('break please', 'wait please', 'all done') and reinforce it at the function of the problem behavior.\n- Pair the replacement response with short, predictable escape windows.\n\n### Consequence strategies\n- Do NOT remove demand contingent on tantrum / escape behavior \u2014 this reinforces the escape function.\n- Provide brief break contingent on independent replacement response instead.\n\n### Crisis plan\n- If aggression toward staff, peer aggression, SIB, or property destruction exceeds the learner's safety threshold: first use verbal de-escalation and environmental safety measures (clear the area, move peers to safe distance, remove hazards).\n- If behavior continues to pose imminent risk, follow the facility's tiered crisis-intervention protocol \u2014 only staff currently certified in the facility's training (e.g., Safety-Care, CPI, PMT, or equivalent) may implement physical intervention, and the least-restrictive option appropriate to the risk level is used. Physical intervention is applied only when specifically authorized in this learner's BIP; for learners with contraindications (medical, developmental, trauma history, or explicit BIP restrictions), the plan stops at de-escalation + environmental safety + supervisor contact.\n- Notify the supervising BCBA immediately; pause the skill-acquisition program until the BIP is reviewed. Document the incident (antecedent, topography, duration, staff response, post-incident state) per facility and BACB Ethics Code (2020, Section 3.05) requirements.\n\n## Escalation Level\n3 \u2014 Supervisor review\n\nCombination of performance decline and/or behavior data warrants supervising BCBA review within 24\u201348 hours.\n\n## Confidence\nhigh\n\nPattern is well-supported: 8 sessions of data, low variance, and IOA evidence confirm reliability.\n\n## Data-Supported Rationale\n- Mean accuracy across 8 sessions: 60.1%.\n- Trend direction: downward (first session: 82%, last session: 36%).\n- Verbal aggression: mean 5.0/session (early-window mean 3.0 -> late-window mean 6.5).\n- IOA data: 91% agreement on IOA session \u2014 adequate."}], "meta": {"task_type": "session_interpretation", "example_id": "5dcff7d20794a865", "gold_labels": {"pattern_class": "frustration_pattern", "behavior_functions": {"Verbal aggression": "escape"}, "escalation_level": 3, "confidence": "high", "crisis_plan_required": true}, "provenance": {"layer": 1, "area": "session_interpretation", "template_id": "task2_session_interp_v1", "taxonomy_cells": {"hidden_pattern_id": "frustration_pattern", "learner_profile": "adult", "n_sessions": 8, "n_programs": 3, "n_behaviors": 1, "behavior_ids": ["verbal_aggression"], "behavior_functions": ["escape"], "has_abc_data": true, "has_ioa_session": true}, "teacher_model": null, "seed_tag": "97091"}, "curation": {"target_split": "sanity"}}}
{"messages": [{"role": "system", "content": "You are an expert ABA (Applied Behavior Analysis) clinical assistant. You\nanalyze multi-session behavioral session logs for individuals with autism and\nproduce structured clinical interpretations that identify patterns, hypothesize\nbehavior functions when applicable, and recommend programming adjustments\nstructured along BIP lines (antecedent strategies, replacement behaviors,\nconsequence strategies, crisis plan). Your interpretation also includes an\nescalation level and a confidence expression. Every recommendation is grounded\nin the data provided. Follow BACB ethical guidelines and reference no real\nclient data."}, {"role": "user", "content": "Interpret the following behavioral session log. Provide clinical concerns, pattern classification, behavior function hypothesis (if applicable), programming recommendations (antecedent / replacement / consequence / crisis), escalation level, confidence, and data-supported rationale.\n\nLEARNER PROFILE\nSynthetic ID: SYN-7461\nProfile: Adolescent Learner (13\u201317 years)\nCurricula: Home Skills + Mand + Self-Care + Tolerating Denied Access\nDate range: Sessions 1\u201312 across 24 days (2026-04-27 to 2026-05-21)\n\nACCELERATION PROGRAMS\n1. requesting a break during non-preferred activities (Mand)\n   Method: NET\n2. making the bed (Home Skills)\n   Method: Task Analysis\n3. tolerating haircut (Self-Care)\n   Method: Task Analysis\n4. wait calmly when access to preferred item is denied (Tolerating Denied Access)\n   Method: FCT\n\nSESSION DATA\n\nSession 1 \u2014 2026-04-27 \u2014 46 min \u2014 1 observer\n  requesting a break during non-preferred activities: 6/8 correct (70%); latency 3.0s; prompts FP\u00d70, PP\u00d70, G\u00d71, I\u00d77\n  making the bed: 8/11 correct (69%); latency 3.0s; prompts FP\u00d72, PP\u00d72, G\u00d72, I\u00d75\n  tolerating haircut: 9/12 correct (76%); latency 2.3s; prompts FP\u00d70, PP\u00d73, G\u00d71, I\u00d78\n  wait calmly when access to preferred item is denied: 9/12 correct (71%); latency 2.9s; prompts FP\u00d74, PP\u00d72, G\u00d70, I\u00d76\n\nSession 2 \u2014 2026-04-29 \u2014 46 min \u2014 1 observer\n  requesting a break during non-preferred activities: 7/10 correct (70%); latency 3.1s; prompts FP\u00d71, PP\u00d71, G\u00d73, I\u00d75\n  making the bed: 7/10 correct (65%); latency 3.3s; prompts FP\u00d73, PP\u00d71, G\u00d70, I\u00d76\n  tolerating haircut: 10/13 correct (73%); latency 2.6s; prompts FP\u00d70, PP\u00d73, G\u00d72, I\u00d78\n  wait calmly when access to preferred item is denied: 7/10 correct (68%); latency 2.8s; prompts FP\u00d70, PP\u00d71, G\u00d72, I\u00d77\n\nSession 3 \u2014 2026-05-01 \u2014 46 min \u2014 1 observer\n  requesting a break during non-preferred activities: 8/12 correct (68%); latency 3.0s; prompts FP\u00d74, PP\u00d70, G\u00d72, I\u00d76\n  making the bed: 10/14 correct (69%); latency 2.8s; prompts FP\u00d70, PP\u00d72, G\u00d71, I\u00d711\n  tolerating haircut: 10/13 correct (75%); latency 2.4s; prompts FP\u00d70, PP\u00d70, G\u00d71, I\u00d712\n  wait calmly when access to preferred item is denied: 11/15 correct (73%); latency 2.5s; prompts FP\u00d72, PP\u00d74, G\u00d70, I\u00d79\n\nSession 4 \u2014 2026-05-03 \u2014 46 min \u2014 1 observer\n  requesting a break during non-preferred activities: 10/15 correct (67%); latency 2.8s; prompts FP\u00d73, PP\u00d74, G\u00d71, I\u00d77\n  making the bed: 8/12 correct (69%); latency 2.8s; prompts FP\u00d74, PP\u00d72, G\u00d70, I\u00d76\n  tolerating haircut: 10/15 correct (70%); latency 2.7s; prompts FP\u00d70, PP\u00d70, G\u00d72, I\u00d713\n  wait calmly when access to preferred item is denied: 10/15 correct (67%); latency 3.2s; prompts FP\u00d73, PP\u00d70, G\u00d75, I\u00d77\n\nSession 5 \u2014 2026-05-05 \u2014 IOA SESSION \u2014 2 observers\n  requesting a break during non-preferred activities: 46% (primary); IOA 91% agreement\n  making the bed: 46% (primary); IOA 91% agreement\n  tolerating haircut: 47% (primary); IOA 91% agreement\n  wait calmly when access to preferred item is denied: 40% (primary); IOA 91% agreement\n\nSession 6 \u2014 2026-05-07 \u2014 46 min \u2014 1 observer\n  requesting a break during non-preferred activities: 6/11 correct (52%); latency 3.5s; prompts FP\u00d71, PP\u00d71, G\u00d72, I\u00d77\n  making the bed: 7/14 correct (53%); latency 3.7s; prompts FP\u00d72, PP\u00d74, G\u00d72, I\u00d76\n  tolerating haircut: 4/8 correct (49%); latency 3.9s; prompts FP\u00d72, PP\u00d72, G\u00d71, I\u00d73\n  wait calmly when access to preferred item is denied: 3/8 correct (43%); latency 4.2s; prompts FP\u00d72, PP\u00d70, G\u00d70, I\u00d76\n\nSession 7 \u2014 2026-05-09 \u2014 46 min \u2014 1 observer\n  requesting a break during non-preferred activities: 7/12 correct (57%); latency 3.3s; prompts FP\u00d71, PP\u00d74, G\u00d72, I\u00d75\n  making the bed: 4/8 correct (56%); latency 3.7s; prompts FP\u00d70, PP\u00d72, G\u00d72, I\u00d74\n  tolerating haircut: 6/11 correct (54%); latency 3.6s; prompts FP\u00d73, PP\u00d71, G\u00d73, I\u00d74\n  wait calmly when access to preferred item is denied: 7/13 correct (52%); latency 3.5s; prompts FP\u00d70, PP\u00d71, G\u00d72, I\u00d710\n\nSession 8 \u2014 2026-05-11 \u2014 46 min \u2014 1 observer\n  requesting a break during non-preferred activities: 9/15 correct (63%); latency 2.9s; prompts FP\u00d71, PP\u00d72, G\u00d74, I\u00d78\n  making the bed: 7/12 correct (60%); latency 3.2s; prompts FP\u00d74, PP\u00d72, G\u00d72, I\u00d74\n  tolerating haircut: 8/14 correct (58%); latency 3.4s; prompts FP\u00d71, PP\u00d74, G\u00d70, I\u00d79\n  wait calmly when access to preferred item is denied: 7/11 correct (59%); latency 3.6s; prompts FP\u00d73, PP\u00d70, G\u00d72, I\u00d76\n\nSession 9 \u2014 2026-05-13 \u2014 46 min \u2014 1 observer\n  requesting a break during non-preferred activities: 9/14 correct (67%); latency 3.0s; prompts FP\u00d74, PP\u00d72, G\u00d70, I\u00d78\n  making the bed: 10/15 correct (66%); latency 3.1s; prompts FP\u00d74, PP\u00d74, G\u00d74, I\u00d73\n  tolerating haircut: 9/15 correct (60%); latency 3.5s; prompts FP\u00d71, PP\u00d75, G\u00d71, I\u00d78\n  wait calmly when access to preferred item is denied: 8/12 correct (65%); latency 2.9s; prompts FP\u00d71, PP\u00d70, G\u00d73, I\u00d78\n\nSession 10 \u2014 2026-05-15 \u2014 46 min \u2014 1 observer\n  requesting a break during non-preferred activities: 6/9 correct (67%); latency 2.7s; prompts FP\u00d70, PP\u00d71, G\u00d73, I\u00d75\n  making the bed: 5/8 correct (66%); latency 3.1s; prompts FP\u00d71, PP\u00d72, G\u00d70, I\u00d75\n  tolerating haircut: 6/9 correct (69%); latency 2.8s; prompts FP\u00d73, PP\u00d70, G\u00d70, I\u00d76\n  wait calmly when access to preferred item is denied: 9/14 correct (68%); latency 2.8s; prompts FP\u00d74, PP\u00d72, G\u00d70, I\u00d78\n\nSession 11 \u2014 2026-05-17 \u2014 46 min \u2014 1 observer\n  requesting a break during non-preferred activities: 6/9 correct (67%); latency 2.7s; prompts FP\u00d73, PP\u00d73, G\u00d73, I\u00d70\n  making the bed: 8/12 correct (66%); latency 2.9s; prompts FP\u00d71, PP\u00d72, G\u00d72, I\u00d77\n  tolerating haircut: 11/15 correct (73%); latency 2.8s; prompts FP\u00d72, PP\u00d73, G\u00d70, I\u00d710\n  wait calmly when access to preferred item is denied: 9/14 correct (68%); latency 2.9s; prompts FP\u00d74, PP\u00d72, G\u00d71, I\u00d77\n\nSession 12 \u2014 2026-05-19 \u2014 46 min \u2014 1 observer\n  requesting a break during non-preferred activities: 10/15 correct (67%); latency 3.1s; prompts FP\u00d72, PP\u00d74, G\u00d74, I\u00d75\n  making the bed: 10/15 correct (66%); latency 3.1s; prompts FP\u00d73, PP\u00d71, G\u00d73, I\u00d78\n  tolerating haircut: 6/8 correct (73%); latency 2.9s; prompts FP\u00d71, PP\u00d72, G\u00d71, I\u00d74\n  wait calmly when access to preferred item is denied: 10/15 correct (68%); latency 2.8s; prompts FP\u00d72, PP\u00d70, G\u00d73, I\u00d710\n\nBEHAVIORAL OBSERVATIONS (across sessions)\n- Echolalic responding (repeating SD rather than answering)\n- Looking away during SD presentation\n- Delayed responding (>5 seconds consistently)\n- Leaving seat without permission"}, {"role": "assistant", "content": "## Clinical Concerns\n- **Setting event pattern**: observable change in performance correlated with an external event (illness, sleep, schedule).\n- Correlation between setting event and performance should be tracked explicitly.\n\n## Pattern Classification\nsetting_event_trigger\n\nA discontinuous performance change at a specific session correlates with an external setting event.\n\n## Programming Recommendations\n\n### Antecedent strategies\n- Identify and document the setting event (sleep, illness, schedule change, medication).\n- Modify programming demand on days when setting event is present.\n- Coordinate with caregivers / medical team on setting-event factors outside the program.\n\n### Consequence strategies\n- Track setting events alongside performance data to quantify their effect.\n\n## Escalation Level\n2 \u2014 Adjust next session\n\nProgramming adjustments indicated at next session; no immediate safety concern.\n\n## Confidence\nhigh\n\nPattern is well-supported: 12 sessions of data, low variance, and IOA evidence confirm reliability.\n\n## Data-Supported Rationale\n- Mean accuracy across 12 sessions: 63.4%.\n- Trend direction: downward (first session: 70%, last session: 67%).\n- IOA data: 91% agreement on IOA session \u2014 adequate."}], "meta": {"task_type": "session_interpretation", "example_id": "a42e76febc72b1f1", "gold_labels": {"pattern_class": "setting_event_trigger", "behavior_functions": {}, "escalation_level": 2, "confidence": "high", "crisis_plan_required": false}, "provenance": {"layer": 1, "area": "session_interpretation", "template_id": "task2_session_interp_v1", "taxonomy_cells": {"hidden_pattern_id": "setting_event_trigger", "learner_profile": "adolescent", "n_sessions": 12, "n_programs": 4, "n_behaviors": 0, "behavior_ids": [], "behavior_functions": [], "has_abc_data": false, "has_ioa_session": true}, "teacher_model": null, "seed_tag": "33957"}, "curation": {"target_split": "sanity"}}}
{"messages": [{"role": "system", "content": "You are an expert ABA (Applied Behavior Analysis) clinical assistant. You\nanalyze multi-session behavioral session logs for individuals with autism and\nproduce structured clinical interpretations that identify patterns, hypothesize\nbehavior functions when applicable, and recommend programming adjustments\nstructured along BIP lines (antecedent strategies, replacement behaviors,\nconsequence strategies, crisis plan). Your interpretation also includes an\nescalation level and a confidence expression. Every recommendation is grounded\nin the data provided. Follow BACB ethical guidelines and reference no real\nclient data."}, {"role": "user", "content": "Review this session log and produce a structured clinical interpretation.\n\nLEARNER PROFILE\nSynthetic ID: SYN-3679\nProfile: Adolescent Learner (13\u201317 years)\nCurricula: Mand + Reading + Self-Care\nDate range: Sessions 1\u20138 across 16 days (2026-05-22 to 2026-06-07)\n\nACCELERATION PROGRAMS\n1. sounds out CVC words (Reading)\n   Method: DTT\n2. brushing teeth independently (Self-Care)\n   Method: Task Analysis\n3. requesting a break during non-preferred activities (Mand)\n   Method: NET\n4. tolerating tooth brushing by caregiver (Self-Care)\n   Method: Task Analysis\n\nDECELERATION TARGETS\n1. Non-compliance \u2014 function hypothesized: escape\n\nSESSION DATA\n\nSession 1 \u2014 2026-05-22 \u2014 43 min \u2014 1 observer\n  sounds out CVC words: 10/15 correct (64%); latency 3.3s; prompts FP\u00d72, PP\u00d73, G\u00d72, I\u00d78\n  brushing teeth independently: 7/13 correct (56%); latency 3.4s; prompts FP\u00d71, PP\u00d70, G\u00d71, I\u00d711\n  requesting a break during non-preferred activities: 5/10 correct (53%); latency 3.8s; prompts FP\u00d72, PP\u00d70, G\u00d72, I\u00d76\n  tolerating tooth brushing by caregiver: 5/9 correct (56%); latency 3.6s; prompts FP\u00d71, PP\u00d73, G\u00d72, I\u00d73\n  Non-compliance: freq 3\n\nSession 2 \u2014 2026-05-24 \u2014 43 min \u2014 1 observer\n  sounds out CVC words: 7/9 correct (73%); latency 2.8s; prompts FP\u00d73, PP\u00d70, G\u00d71, I\u00d75\n  brushing teeth independently: 5/8 correct (65%); latency 2.8s; prompts FP\u00d71, PP\u00d72, G\u00d70, I\u00d75\n  requesting a break during non-preferred activities: 7/14 correct (51%); latency 3.7s; prompts FP\u00d74, PP\u00d73, G\u00d71, I\u00d76\n  tolerating tooth brushing by caregiver: 6/11 correct (54%); latency 3.5s; prompts FP\u00d70, PP\u00d70, G\u00d71, I\u00d710\n  Non-compliance: freq 3\n\nSession 3 \u2014 2026-05-26 \u2014 43 min \u2014 1 observer\n  sounds out CVC words: 8/12 correct (67%); latency 2.9s; prompts FP\u00d70, PP\u00d72, G\u00d71, I\u00d79\n  brushing teeth independently: 6/9 correct (61%); latency 3.5s; prompts FP\u00d70, PP\u00d73, G\u00d73, I\u00d73\n  requesting a break during non-preferred activities: 4/8 correct (53%); latency 3.5s; prompts FP\u00d72, PP\u00d70, G\u00d71, I\u00d75\n  tolerating tooth brushing by caregiver: 8/14 correct (60%); latency 3.3s; prompts FP\u00d70, PP\u00d73, G\u00d74, I\u00d77\n  Non-compliance: freq 9\n\nSession 4 \u2014 2026-05-28 \u2014 43 min \u2014 1 observer\n  sounds out CVC words: 8/12 correct (69%); latency 3.0s; prompts FP\u00d73, PP\u00d71, G\u00d74, I\u00d74\n  brushing teeth independently: 6/9 correct (67%); latency 2.7s; prompts FP\u00d73, PP\u00d72, G\u00d73, I\u00d71\n  requesting a break during non-preferred activities: 4/8 correct (55%); latency 3.3s; prompts FP\u00d72, PP\u00d71, G\u00d70, I\u00d75\n  tolerating tooth brushing by caregiver: 8/12 correct (67%); latency 2.8s; prompts FP\u00d73, PP\u00d74, G\u00d74, I\u00d71\n  Non-compliance: freq 9\n\nSession 5 \u2014 2026-05-30 \u2014 43 min \u2014 1 observer\n  sounds out CVC words: 6/8 correct (71%); latency 2.7s; prompts FP\u00d71, PP\u00d72, G\u00d70, I\u00d75\n  brushing teeth independently: 6/9 correct (67%); latency 2.8s; prompts FP\u00d71, PP\u00d70, G\u00d70, I\u00d78\n  requesting a break during non-preferred activities: 10/15 correct (64%); latency 3.0s; prompts FP\u00d72, PP\u00d75, G\u00d73, I\u00d75\n  tolerating tooth brushing by caregiver: 7/11 correct (67%); latency 3.1s; prompts FP\u00d71, PP\u00d72, G\u00d72, I\u00d76\n  Non-compliance: freq 4\n\nSession 6 \u2014 2026-06-01 \u2014 43 min \u2014 1 observer\n  sounds out CVC words: 9/11 correct (81%); latency 2.1s; prompts FP\u00d71, PP\u00d70, G\u00d71, I\u00d79\n  brushing teeth independently: 9/13 correct (69%); latency 2.6s; prompts FP\u00d72, PP\u00d70, G\u00d71, I\u00d710\n  requesting a break during non-preferred activities: 7/11 correct (66%); latency 3.3s; prompts FP\u00d71, PP\u00d72, G\u00d71, I\u00d77\n  tolerating tooth brushing by caregiver: 9/14 correct (67%); latency 2.7s; prompts FP\u00d73, PP\u00d71, G\u00d71, I\u00d79\n  Non-compliance: freq 2\n\nSession 7 \u2014 2026-06-03 \u2014 43 min \u2014 1 observer\n  sounds out CVC words: 11/14 correct (79%); latency 2.7s; prompts FP\u00d71, PP\u00d73, G\u00d72, I\u00d78\n  brushing teeth independently: 5/8 correct (65%); latency 2.9s; prompts FP\u00d72, PP\u00d71, G\u00d71, I\u00d74\n  requesting a break during non-preferred activities: 7/11 correct (66%); latency 3.2s; prompts FP\u00d72, PP\u00d73, G\u00d72, I\u00d74\n  tolerating tooth brushing by caregiver: 8/12 correct (70%); latency 3.1s; prompts FP\u00d74, PP\u00d73, G\u00d70, I\u00d75\n  Non-compliance: freq 3\n\nSession 8 \u2014 2026-06-05 \u2014 43 min \u2014 1 observer\n  sounds out CVC words: 11/14 correct (81%); latency 2.1s; prompts FP\u00d73, PP\u00d72, G\u00d73, I\u00d76\n  brushing teeth independently: 8/10 correct (75%); latency 2.9s; prompts FP\u00d73, PP\u00d71, G\u00d70, I\u00d76\n  requesting a break during non-preferred activities: 7/11 correct (63%); latency 3.0s; prompts FP\u00d71, PP\u00d71, G\u00d71, I\u00d78\n  tolerating tooth brushing by caregiver: 9/12 correct (75%); latency 2.5s; prompts FP\u00d73, PP\u00d72, G\u00d73, I\u00d74\n  Non-compliance: freq 2\n\nBEHAVIORAL OBSERVATIONS (across sessions)\n- Vocal refusal ('no', 'I don't want to')\n- Attempts at property destruction (throwing materials, swiping items off the surface)\n\nPlease include: (1) clinical concerns, (2) pattern classification, (3) function hypothesis for any target behaviors, (4) recommendations structured as antecedent / replacement / consequence / crisis, (5) escalation level and confidence, (6) data-supported rationale."}, {"role": "assistant", "content": "## Clinical Concerns\n- **Extinction burst** observed: temporary increase in problem behavior consistent with an extinction procedure.\n- This is an expected phase of behavior change and typically indicates the intervention is working.\n\n## Pattern Classification\nextinction_burst\n\nMid-log spike in problem-behavior frequency followed by recovery is consistent with a planned extinction procedure.\n\n## Behavior Function Hypothesis\nNon-compliance: escape\n  Evidence: behavior occurs in the context of demand presentation and terminates contingent on task removal.\n\n## Programming Recommendations\n\n### Antecedent strategies\n- Maintain current antecedent arrangements \u2014 do not add extra demand.\n\n### Replacement behavior (FCT)\n- Ensure replacement response is available and reinforced at high magnitude during the burst.\n\n### Consequence strategies\n- **Maintain current protocol** \u2014 consistency during extinction bursts is critical.\n- Ensure all team members are trained on the procedure.\n\n## Escalation Level\n2 \u2014 Adjust next session\n\nProgramming adjustments indicated at next session; no immediate safety concern.\n\n## Confidence\nmoderate\n\nPattern is supported but alternatives cannot be fully excluded: 8 sessions of data; no IOA session included.\n\n## Data-Supported Rationale\n- Mean accuracy across 8 sessions: 73.1%.\n- Trend direction: upward (first session: 64%, last session: 81%).\n- Non-compliance: mean 4.4/session (early-window mean 3.0 -> late-window mean 2.5).\n- No IOA session in this log; reliability of measurements cannot be independently verified."}], "meta": {"task_type": "session_interpretation", "example_id": "e7dfdbd78593b422", "gold_labels": {"pattern_class": "extinction_burst", "behavior_functions": {"Non-compliance": "escape"}, "escalation_level": 2, "confidence": "moderate", "crisis_plan_required": false}, "provenance": {"layer": 1, "area": "session_interpretation", "template_id": "task2_session_interp_v1", "taxonomy_cells": {"hidden_pattern_id": "extinction_burst", "learner_profile": "adolescent", "n_sessions": 8, "n_programs": 4, "n_behaviors": 1, "behavior_ids": ["non_compliance"], "behavior_functions": ["escape"], "has_abc_data": false, "has_ioa_session": false}, "teacher_model": null, "seed_tag": "78235"}, "curation": {"target_split": "sanity"}}}
{"messages": [{"role": "system", "content": "You are an expert ABA (Applied Behavior Analysis) clinical assistant. You\nanalyze multi-session behavioral session logs for individuals with autism and\nproduce structured clinical interpretations that identify patterns, hypothesize\nbehavior functions when applicable, and recommend programming adjustments\nstructured along BIP lines (antecedent strategies, replacement behaviors,\nconsequence strategies, crisis plan). Your interpretation also includes an\nescalation level and a confidence expression. Every recommendation is grounded\nin the data provided. Follow BACB ethical guidelines and reference no real\nclient data."}, {"role": "user", "content": "Here is a multi-session behavioral log for a learner. Analyze it and provide your clinical interpretation using the structured format.\n\nLEARNER PROFILE\nSynthetic ID: SYN-1789\nProfile: Adolescent Learner (13\u201317 years)\nCurricula: Home Skills + Mand + Self-Care\nDate range: Sessions 1\u201310 across 20 days (2026-03-13 to 2026-04-02)\n\nACCELERATION PROGRAMS\n1. meal cleanup after eating (Home Skills)\n   Method: Task Analysis\n2. dressing (pants, shirt) (Self-Care)\n   Method: Task Analysis\n3. making the bed (Home Skills)\n   Method: Task Analysis\n4. indicating 'all done' with a step or activity (Mand)\n   Method: NET\n5. requesting help when a task is difficult (Mand)\n   Method: NET\n\nSESSION DATA\n\nSession 1 \u2014 2026-03-13 \u2014 41 min \u2014 1 observer\n  meal cleanup after eating: 9/12 correct (76%); latency 2.9s; prompts FP\u00d71, PP\u00d73, G\u00d72, I\u00d76\n  dressing (pants, shirt): 9/11 correct (79%); latency 2.7s; prompts FP\u00d70, PP\u00d71, G\u00d70, I\u00d710\n  making the bed: 13/15 correct (86%); latency 1.9s; prompts FP\u00d70, PP\u00d70, G\u00d71, I\u00d714\n  indicating 'all done' with a step or activity: 9/12 correct (74%); latency 2.8s; prompts FP\u00d74, PP\u00d72, G\u00d73, I\u00d73\n  requesting help when a task is difficult: 7/10 correct (74%); latency 2.9s; prompts FP\u00d71, PP\u00d71, G\u00d72, I\u00d76\n\nSession 2 \u2014 2026-03-15 \u2014 41 min \u2014 1 observer\n  meal cleanup after eating: 8/10 correct (80%); latency 2.2s; prompts FP\u00d70, PP\u00d70, G\u00d71, I\u00d79\n  dressing (pants, shirt): 11/14 correct (75%); latency 2.5s; prompts FP\u00d73, PP\u00d72, G\u00d71, I\u00d78\n  making the bed: 8/9 correct (84%); latency 2.1s; prompts FP\u00d71, PP\u00d73, G\u00d70, I\u00d75\n  indicating 'all done' with a step or activity: 9/12 correct (78%); latency 2.3s; prompts FP\u00d70, PP\u00d72, G\u00d70, I\u00d710\n  requesting help when a task is difficult: 8/12 correct (69%); latency 2.7s; prompts FP\u00d72, PP\u00d70, G\u00d74, I\u00d76\n\nSession 3 \u2014 2026-03-17 \u2014 41 min \u2014 1 observer\n  meal cleanup after eating: 8/11 correct (76%); latency 2.3s; prompts FP\u00d71, PP\u00d70, G\u00d70, I\u00d710\n  dressing (pants, shirt): 7/9 correct (73%); latency 2.8s; prompts FP\u00d72, PP\u00d70, G\u00d71, I\u00d76\n  making the bed: 10/12 correct (86%); latency 2.3s; prompts FP\u00d73, PP\u00d74, G\u00d73, I\u00d72\n  indicating 'all done' with a step or activity: 8/11 correct (71%); latency 3.1s; prompts FP\u00d72, PP\u00d72, G\u00d71, I\u00d76\n  requesting help when a task is difficult: 7/9 correct (74%); latency 2.7s; prompts FP\u00d73, PP\u00d71, G\u00d70, I\u00d75\n\nSession 4 \u2014 2026-03-19 \u2014 41 min \u2014 1 observer\n  meal cleanup after eating: 6/15 correct (38%); latency 4.4s; prompts FP\u00d72, PP\u00d74, G\u00d75, I\u00d74\n  dressing (pants, shirt): 6/14 correct (46%); latency 4.0s; prompts FP\u00d73, PP\u00d71, G\u00d73, I\u00d77\n  making the bed: 6/11 correct (53%); latency 3.7s; prompts FP\u00d73, PP\u00d73, G\u00d73, I\u00d72\n  indicating 'all done' with a step or activity: 4/11 correct (37%); latency 4.2s; prompts FP\u00d71, PP\u00d73, G\u00d71, I\u00d76\n  requesting help when a task is difficult: 6/13 correct (47%); latency 4.2s; prompts FP\u00d72, PP\u00d74, G\u00d74, I\u00d73\n\nSession 5 \u2014 2026-03-21 \u2014 41 min \u2014 1 observer\n  meal cleanup after eating: 5/11 correct (41%); latency 4.0s; prompts FP\u00d73, PP\u00d72, G\u00d73, I\u00d73\n  dressing (pants, shirt): 3/8 correct (40%); latency 4.2s; prompts FP\u00d72, PP\u00d70, G\u00d72, I\u00d74\n  making the bed: 6/12 correct (48%); latency 4.1s; prompts FP\u00d73, PP\u00d72, G\u00d71, I\u00d76\n  indicating 'all done' with a step or activity: 5/12 correct (39%); latency 4.1s; prompts FP\u00d73, PP\u00d71, G\u00d73, I\u00d75\n  requesting help when a task is difficult: 5/11 correct (48%); latency 3.6s; prompts FP\u00d73, PP\u00d70, G\u00d70, I\u00d78\n\nSession 6 \u2014 2026-03-23 \u2014 41 min \u2014 1 observer\n  meal cleanup after eating: 4/9 correct (39%); latency 4.2s; prompts FP\u00d72, PP\u00d70, G\u00d70, I\u00d77\n  dressing (pants, shirt): 5/10 correct (47%); latency 3.8s; prompts FP\u00d71, PP\u00d72, G\u00d72, I\u00d75\n  making the bed: 7/13 correct (52%); latency 3.6s; prompts FP\u00d73, PP\u00d70, G\u00d73, I\u00d77\n  indicating 'all done' with a step or activity: 5/14 correct (36%); latency 4.5s; prompts FP\u00d72, PP\u00d70, G\u00d70, I\u00d712\n  requesting help when a task is difficult: 5/10 correct (53%); latency 3.5s; prompts FP\u00d73, PP\u00d73, G\u00d73, I\u00d71\n\nSession 7 \u2014 2026-03-25 \u2014 41 min \u2014 1 observer\n  meal cleanup after eating: 5/13 correct (42%); latency 4.1s; prompts FP\u00d71, PP\u00d71, G\u00d74, I\u00d77\n  dressing (pants, shirt): 6/11 correct (54%); latency 3.6s; prompts FP\u00d73, PP\u00d72, G\u00d73, I\u00d73\n  making the bed: 7/13 correct (56%); latency 3.5s; prompts FP\u00d72, PP\u00d72, G\u00d70, I\u00d79\n  indicating 'all done' with a step or activity: 5/11 correct (42%); latency 3.9s; prompts FP\u00d71, PP\u00d71, G\u00d71, I\u00d78\n  requesting help when a task is difficult: 7/12 correct (59%); latency 3.5s; prompts FP\u00d72, PP\u00d74, G\u00d74, I\u00d72\n\nSession 8 \u2014 2026-03-27 \u2014 41 min \u2014 1 observer\n  meal cleanup after eating: 7/15 correct (47%); latency 3.9s; prompts FP\u00d71, PP\u00d73, G\u00d75, I\u00d76\n  dressing (pants, shirt): 8/14 correct (60%); latency 3.6s; prompts FP\u00d73, PP\u00d71, G\u00d70, I\u00d710\n  making the bed: 8/13 correct (60%); latency 3.4s; prompts FP\u00d74, PP\u00d73, G\u00d73, I\u00d73\n  indicating 'all done' with a step or activity: 4/10 correct (45%); latency 4.0s; prompts FP\u00d71, PP\u00d72, G\u00d72, I\u00d75\n  requesting help when a task is difficult: 6/9 correct (64%); latency 3.3s; prompts FP\u00d73, PP\u00d72, G\u00d71, I\u00d73\n\nSession 9 \u2014 2026-03-29 \u2014 41 min \u2014 1 observer\n  meal cleanup after eating: 7/13 correct (55%); latency 3.8s; prompts FP\u00d73, PP\u00d70, G\u00d74, I\u00d76\n  dressing (pants, shirt): 10/15 correct (65%); latency 2.8s; prompts FP\u00d75, PP\u00d72, G\u00d75, I\u00d73\n  making the bed: 8/13 correct (65%); latency 3.2s; prompts FP\u00d74, PP\u00d70, G\u00d71, I\u00d78\n  indicating 'all done' with a step or activity: 7/13 correct (54%); latency 3.4s; prompts FP\u00d73, PP\u00d70, G\u00d74, I\u00d76\n  requesting help when a task is difficult: 7/10 correct (72%); latency 2.6s; prompts FP\u00d73, PP\u00d72, G\u00d70, I\u00d75\n\nSession 10 \u2014 2026-03-31 \u2014 41 min \u2014 1 observer\n  meal cleanup after eating: 7/13 correct (57%); latency 3.5s; prompts FP\u00d73, PP\u00d71, G\u00d71, I\u00d78\n  dressing (pants, shirt): 11/15 correct (73%); latency 2.8s; prompts FP\u00d75, PP\u00d70, G\u00d70, I\u00d710\n  making the bed: 6/8 correct (70%); latency 2.7s; prompts FP\u00d71, PP\u00d72, G\u00d70, I\u00d75\n  indicating 'all done' with a step or activity: 7/11 correct (62%); latency 3.0s; prompts FP\u00d72, PP\u00d71, G\u00d72, I\u00d76\n  requesting help when a task is difficult: 11/15 correct (72%); latency 2.7s; prompts FP\u00d73, PP\u00d71, G\u00d73, I\u00d78\n\nBEHAVIORAL OBSERVATIONS (across sessions)\n- Leaving seat without permission\n- Playing with non-task materials\n- Echolalic responding (repeating SD rather than answering)"}, {"role": "assistant", "content": "## Clinical Concerns\n- **Motivating-operation shift**: mid-log dip in responding followed by recovery suggests reinforcer-value change.\n- Possible satiation with current reinforcer; preference reassessment indicated.\n\n## Pattern Classification\nmotivating_operation_shift\n\nA mid-log dip followed by recovery maps onto a motivating-operation change rather than a skill issue.\n\n## Programming Recommendations\n\n### Antecedent strategies\n- Conduct preference assessment to identify a currently-valued reinforcer.\n- Program MO-establishing operations (deprivation for target reinforcer) before teaching sessions.\n- Rotate reinforcers to prevent satiation.\n\n### Consequence strategies\n- Adjust reinforcement density to match current MO level.\n\n## Escalation Level\n2 \u2014 Adjust next session\n\nProgramming adjustments indicated at next session; no immediate safety concern.\n\n## Confidence\nmoderate\n\nPattern is supported but alternatives cannot be fully excluded: 10 sessions of data; no IOA session included.\n\n## Data-Supported Rationale\n- Mean accuracy across 10 sessions: 55.1%.\n- Trend direction: downward (first session: 76%, last session: 57%).\n- No IOA session in this log; reliability of measurements cannot be independently verified."}], "meta": {"task_type": "session_interpretation", "example_id": "da2fae2078c0e5b8", "gold_labels": {"pattern_class": "motivating_operation_shift", "behavior_functions": {}, "escalation_level": 2, "confidence": "moderate", "crisis_plan_required": false}, "provenance": {"layer": 1, "area": "session_interpretation", "template_id": "task2_session_interp_v1", "taxonomy_cells": {"hidden_pattern_id": "motivating_operation_shift", "learner_profile": "adolescent", "n_sessions": 10, "n_programs": 5, "n_behaviors": 0, "behavior_ids": [], "behavior_functions": [], "has_abc_data": false, "has_ioa_session": false}, "teacher_model": null, "seed_tag": "97069"}, "curation": {"target_split": "sanity"}}}
{"messages": [{"role": "system", "content": "You are an expert ABA (Applied Behavior Analysis) clinical assistant. You\nanalyze multi-session behavioral session logs for individuals with autism and\nproduce structured clinical interpretations that identify patterns, hypothesize\nbehavior functions when applicable, and recommend programming adjustments\nstructured along BIP lines (antecedent strategies, replacement behaviors,\nconsequence strategies, crisis plan). Your interpretation also includes an\nescalation level and a confidence expression. Every recommendation is grounded\nin the data provided. Follow BACB ethical guidelines and reference no real\nclient data."}, {"role": "user", "content": "Here is a multi-session behavioral log for a learner. Analyze it and provide your clinical interpretation using the structured format.\n\nLEARNER PROFILE\nSynthetic ID: SYN-3049\nProfile: Adolescent Learner (13\u201317 years)\nCurricula: Community + Mand + Reading + Tolerating Denied Access\nDate range: Sessions 1\u20136 across 12 days (2026-02-09 to 2026-02-21)\n\nACCELERATION PROGRAMS\n1. sounds out CVC words (Reading)\n   Method: DTT\n2. requesting a break during non-preferred activities (Mand)\n   Method: NET\n3. wait calmly when access to preferred item is denied (Tolerating Denied Access)\n   Method: FCT\n4. ordering in a restaurant (Community)\n   Method: Task Analysis\n\nSESSION DATA\n\nSession 1 \u2014 2026-02-09 \u2014 41 min \u2014 1 observer\n  sounds out CVC words: 3/10 correct (32%); latency 4.3s; prompts FP\u00d71, PP\u00d72, G\u00d71, I\u00d76\n  requesting a break during non-preferred activities: 5/10 correct (53%); latency 3.4s; prompts FP\u00d72, PP\u00d71, G\u00d70, I\u00d77\n  wait calmly when access to preferred item is denied: 4/11 correct (35%); latency 4.7s; prompts FP\u00d72, PP\u00d70, G\u00d71, I\u00d78\n  ordering in a restaurant: 6/14 correct (46%); latency 4.2s; prompts FP\u00d71, PP\u00d72, G\u00d74, I\u00d77\n\nSession 2 \u2014 2026-02-11 \u2014 41 min \u2014 1 observer\n  sounds out CVC words: 3/8 correct (39%); latency 3.9s; prompts FP\u00d72, PP\u00d71, G\u00d72, I\u00d73\n  requesting a break during non-preferred activities: 6/9 correct (61%); latency 3.2s; prompts FP\u00d72, PP\u00d70, G\u00d72, I\u00d75\n  wait calmly when access to preferred item is denied: 4/10 correct (42%); latency 4.0s; prompts FP\u00d70, PP\u00d70, G\u00d72, I\u00d78\n  ordering in a restaurant: 5/10 correct (52%); latency 3.8s; prompts FP\u00d72, PP\u00d73, G\u00d70, I\u00d75\n\nSession 3 \u2014 2026-02-13 \u2014 41 min \u2014 1 observer\n  sounds out CVC words: 5/10 correct (45%); latency 4.2s; prompts FP\u00d73, PP\u00d73, G\u00d71, I\u00d73\n  requesting a break during non-preferred activities: 8/11 correct (69%); latency 3.1s; prompts FP\u00d70, PP\u00d70, G\u00d71, I\u00d710\n  wait calmly when access to preferred item is denied: 6/13 correct (46%); latency 4.0s; prompts FP\u00d70, PP\u00d72, G\u00d73, I\u00d78\n  ordering in a restaurant: 5/9 correct (57%); latency 3.5s; prompts FP\u00d73, PP\u00d73, G\u00d72, I\u00d71\n\nSession 4 \u2014 2026-02-15 \u2014 41 min \u2014 1 observer\n  sounds out CVC words: 6/13 correct (49%); latency 3.5s; prompts FP\u00d72, PP\u00d72, G\u00d71, I\u00d78\n  requesting a break during non-preferred activities: 8/10 correct (77%); latency 2.3s; prompts FP\u00d70, PP\u00d72, G\u00d73, I\u00d75\n  wait calmly when access to preferred item is denied: 7/13 correct (51%); latency 3.6s; prompts FP\u00d71, PP\u00d71, G\u00d74, I\u00d77\n  ordering in a restaurant: 5/8 correct (64%); latency 2.9s; prompts FP\u00d71, PP\u00d71, G\u00d71, I\u00d75\n\nSession 5 \u2014 2026-02-17 \u2014 41 min \u2014 1 observer\n  sounds out CVC words: 6/12 correct (52%); latency 3.5s; prompts FP\u00d70, PP\u00d74, G\u00d71, I\u00d77\n  requesting a break during non-preferred activities: 12/15 correct (81%); latency 2.1s; prompts FP\u00d73, PP\u00d70, G\u00d70, I\u00d712\n  wait calmly when access to preferred item is denied: 4/8 correct (56%); latency 3.4s; prompts FP\u00d72, PP\u00d70, G\u00d71, I\u00d75\n  ordering in a restaurant: 10/15 correct (70%); latency 3.1s; prompts FP\u00d75, PP\u00d72, G\u00d73, I\u00d75\n\nSession 6 \u2014 2026-02-19 \u2014 41 min \u2014 1 observer\n  sounds out CVC words: 7/12 correct (55%); latency 3.3s; prompts FP\u00d71, PP\u00d71, G\u00d71, I\u00d79\n  requesting a break during non-preferred activities: 10/12 correct (81%); latency 2.2s; prompts FP\u00d72, PP\u00d71, G\u00d72, I\u00d77\n  wait calmly when access to preferred item is denied: 5/9 correct (58%); latency 3.2s; prompts FP\u00d70, PP\u00d71, G\u00d73, I\u00d75\n  ordering in a restaurant: 10/13 correct (73%); latency 2.9s; prompts FP\u00d72, PP\u00d70, G\u00d74, I\u00d77\n\nBEHAVIORAL OBSERVATIONS (across sessions)\n- Echolalic responding (repeating SD rather than answering)\n- Playing with non-task materials"}, {"role": "assistant", "content": "## Clinical Concerns\n- **Skill loss following break**: performance dropped to 32% at return, recovering to 55%.\n- Maintenance schedule should be reviewed and strengthened.\n\n## Pattern Classification\nskill_loss_after_break\n\nSharp drop at the start of the log followed by gradual recovery indicates skill loss following an absence.\n\n## Programming Recommendations\n\n### Antecedent strategies\n- Implement booster sessions at the most-recently-effective prompt level.\n- Increase session frequency temporarily until pre-break levels are recovered.\n\n### Consequence strategies\n- Review and strengthen the maintenance schedule to prevent future skill loss.\n- Consider sending practice materials home during extended breaks.\n\n## Escalation Level\n2 \u2014 Adjust next session\n\nProgramming adjustments indicated at next session; no immediate safety concern.\n\n## Confidence\nmoderate\n\nPattern is supported but alternatives cannot be fully excluded: 6 sessions of data; no IOA session included.\n\n## Data-Supported Rationale\n- Mean accuracy across 6 sessions: 45.4%.\n- Trend direction: upward (first session: 32%, last session: 55%).\n- No IOA session in this log; reliability of measurements cannot be independently verified."}], "meta": {"task_type": "session_interpretation", "example_id": "1a6e9bfc74bd401e", "gold_labels": {"pattern_class": "skill_loss_after_break", "behavior_functions": {}, "escalation_level": 2, "confidence": "moderate", "crisis_plan_required": false}, "provenance": {"layer": 1, "area": "session_interpretation", "template_id": "task2_session_interp_v1", "taxonomy_cells": {"hidden_pattern_id": "skill_loss_after_break", "learner_profile": "adolescent", "n_sessions": 6, "n_programs": 4, "n_behaviors": 0, "behavior_ids": [], "behavior_functions": [], "has_abc_data": false, "has_ioa_session": false}, "teacher_model": null, "seed_tag": "53323"}, "curation": {"target_split": "sanity"}}}