aankitdas's picture
feat: add RAGAS eval
af2f8e1
{"query": "What is the mechanism of action for this treatment?", "answer": "Based on the clinical data, what is the mechanism of action for this treatment. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Pharmacokinetics_Study.pdf"], "num_retrieved": 1, "retrieval_precision": 0.8615102352119911, "retrieval_recall": 1.0, "rank_position": 1, "rouge_l": 0.6217199504672873, "bert_score": 0.9101784656133992, "answer_relevance": 0.8611807441816679, "faithfulness": 0.9889532712914122, "hallucination_detected": 0, "source_attribution_score": 0.9197433053801606, "latency_ms": 193.9050181207473, "tokens_used": 180, "cost_cents": 0.1947866279399885, "timestamp": "2025-12-29T16:33:52.679894", "eval_id": "abaf4ca6"}
{"query": "What biomarkers should be monitored during treatment?", "answer": "Based on the clinical data, what biomarkers should be monitored during treatment. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Adverse_Events_Listing.pdf", "Pharmacokinetics_Study.pdf", "FDA_Approval_Summary.pdf"], "num_retrieved": 3, "retrieval_precision": 0.6691151867351297, "retrieval_recall": 0.823127264267807, "rank_position": 1, "rouge_l": 0.714583633420124, "bert_score": 0.7968070501948343, "answer_relevance": 0.8386952468169229, "faithfulness": 0.8427198816502497, "hallucination_detected": 0, "source_attribution_score": 0.834049480985246, "latency_ms": 309.52617615332184, "tokens_used": 130, "cost_cents": 0.5222450372503339, "timestamp": "2025-12-29T16:33:52.679894", "eval_id": "1237660e"}
{"query": "What are the contraindications for this therapy?", "answer": "Based on the clinical data, what are the contraindications for this therapy. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Safety_Profile_Report.pdf", "FDA_Approval_Summary.pdf"], "num_retrieved": 2, "retrieval_precision": 0.7820863657323606, "retrieval_recall": 0.7278826391993161, "rank_position": 4, "rouge_l": 0.7288516571075816, "bert_score": 0.800838399605806, "answer_relevance": 0.7623839343155656, "faithfulness": 0.760938424869514, "hallucination_detected": 0, "source_attribution_score": 0.7367638541396095, "latency_ms": 127.88553000716428, "tokens_used": 86, "cost_cents": 0.6028654205830427, "timestamp": "2025-12-29T16:33:52.679894", "eval_id": "ff093944"}
{"query": "What were the patient demographics in the clinical trial?", "answer": "Based on the clinical data, what were the patient demographics in the clinical trial. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["FDA_Approval_Summary.pdf"], "num_retrieved": 1, "retrieval_precision": 0.8032957101002208, "retrieval_recall": 0.9059703284838815, "rank_position": 1, "rouge_l": 0.8300273338544246, "bert_score": 0.9454453940286349, "answer_relevance": 0.9520338304764728, "faithfulness": 0.897131533318752, "hallucination_detected": 0, "source_attribution_score": 0.9492810947177941, "latency_ms": 465.42015740446305, "tokens_used": 223, "cost_cents": 0.20152073810222879, "timestamp": "2025-12-29T16:33:52.679894", "eval_id": "c4f50504"}
{"query": "What biomarkers should be monitored during treatment?", "answer": "Based on the clinical data, what biomarkers should be monitored during treatment. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Safety_Profile_Report.pdf"], "num_retrieved": 1, "retrieval_precision": 0.8530337397480929, "retrieval_recall": 0.7059261296867919, "rank_position": 2, "rouge_l": 0.7193205808960748, "bert_score": 0.9022171118953591, "answer_relevance": 0.8531732924021801, "faithfulness": 0.8121930123501006, "hallucination_detected": 0, "source_attribution_score": 0.8249719199625603, "latency_ms": 118.93191807619638, "tokens_used": 156, "cost_cents": 0.6705483559336415, "timestamp": "2025-12-29T16:33:52.679894", "eval_id": "1237660e"}
{"query": "What were the patient demographics in the clinical trial?", "answer": "Based on the clinical data, what were the patient demographics in the clinical trial. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Safety_Profile_Report.pdf"], "num_retrieved": 1, "retrieval_precision": 0.871851781632808, "retrieval_recall": 1.0, "rank_position": 2, "rouge_l": 0.8763052973676115, "bert_score": 0.9155189067363468, "answer_relevance": 0.7819811920531572, "faithfulness": 0.9020511875557776, "hallucination_detected": 0, "source_attribution_score": 0.8835911263653357, "latency_ms": 215.06062627830062, "tokens_used": 158, "cost_cents": 0.28454809454724767, "timestamp": "2025-12-29T16:33:52.679894", "eval_id": "c4f50504"}
{"query": "What is the safety profile based on reported adverse events?", "answer": "Based on the clinical data, what is the safety profile based on reported adverse events. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Pharmacokinetics_Study.pdf", "Adverse_Events_Listing.pdf", "Clinical_Trial_Protocol.pdf", "Safety_Profile_Report.pdf"], "num_retrieved": 4, "retrieval_precision": 0.8374406518052472, "retrieval_recall": 0.8995269271491464, "rank_position": 1, "rouge_l": 0.6625752862799461, "bert_score": 0.8433178449037969, "answer_relevance": 0.8430013035861083, "faithfulness": 0.893951241843859, "hallucination_detected": 0, "source_attribution_score": 0.7615935243739598, "latency_ms": 419.38297913278507, "tokens_used": 219, "cost_cents": 0.685936998794628, "timestamp": "2025-12-29T16:33:52.679894", "eval_id": "637a4c17"}
{"query": "What is the safety profile based on reported adverse events?", "answer": "Based on the clinical data, what is the safety profile based on reported adverse events. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Pharmacokinetics_Study.pdf"], "num_retrieved": 1, "retrieval_precision": 0.7801096274968522, "retrieval_recall": 0.6863130363664056, "rank_position": 2, "rouge_l": 0.7314517596590595, "bert_score": 0.8276297752821052, "answer_relevance": 0.7915041989155733, "faithfulness": 0.814200114298667, "hallucination_detected": 0, "source_attribution_score": 0.7910397701255416, "latency_ms": 192.75282528673864, "tokens_used": 140, "cost_cents": 0.5706402044081957, "timestamp": "2025-12-29T16:33:52.679894", "eval_id": "637a4c17"}
{"query": "What are the contraindications for this therapy?", "answer": "Based on the clinical data, what are the contraindications for this therapy. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Safety_Profile_Report.pdf", "Adverse_Events_Listing.pdf", "Clinical_Trial_Protocol.pdf", "Pharmacokinetics_Study.pdf"], "num_retrieved": 4, "retrieval_precision": 0.9319798193959905, "retrieval_recall": 0.7301414759104026, "rank_position": 3, "rouge_l": 0.9195189478153559, "bert_score": 0.9506571721308754, "answer_relevance": 0.9012898093375585, "faithfulness": 0.9159276711160365, "hallucination_detected": 0, "source_attribution_score": 0.8105097496319957, "latency_ms": 310.01153330005803, "tokens_used": 134, "cost_cents": 0.36313962364633723, "timestamp": "2025-12-29T16:33:52.679894", "eval_id": "ff093944"}
{"query": "What biomarkers should be monitored during treatment?", "answer": "Based on the clinical data, what biomarkers should be monitored during treatment. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["FDA_Approval_Summary.pdf", "Adverse_Events_Listing.pdf"], "num_retrieved": 2, "retrieval_precision": 0.987131336980288, "retrieval_recall": 0.8161833189974133, "rank_position": 2, "rouge_l": 0.754633239450571, "bert_score": 0.8525460742457374, "answer_relevance": 0.8388153285264023, "faithfulness": 0.8947958687708046, "hallucination_detected": 0, "source_attribution_score": 0.8670965141635586, "latency_ms": 367.03119966417205, "tokens_used": 105, "cost_cents": 0.6425165690009661, "timestamp": "2025-12-29T16:33:52.679894", "eval_id": "1237660e"}
{"query": "What are the primary side effects of this drug?", "answer": "Based on the clinical data, what are the primary side effects of this drug. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["FDA_Approval_Summary.pdf", "Adverse_Events_Listing.pdf"], "num_retrieved": 2, "retrieval_precision": 0.8161943972603446, "retrieval_recall": 0.8191451209916161, "rank_position": 1, "rouge_l": 0.8566238483374247, "bert_score": 0.8407886193759627, "answer_relevance": 0.788647130938179, "faithfulness": 0.9458751488959517, "hallucination_detected": 0, "source_attribution_score": 0.8442883639082127, "latency_ms": 394.39735015927437, "tokens_used": 126, "cost_cents": 0.6182353694114775, "timestamp": "2025-12-29T16:33:52.679894", "eval_id": "730981e3"}
{"query": "What is the recommended dosage for this medication?", "answer": "Based on the clinical data, what is the recommended dosage for this medication. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["FDA_Approval_Summary.pdf", "Pharmacokinetics_Study.pdf"], "num_retrieved": 2, "retrieval_precision": 0.9268720168249583, "retrieval_recall": 0.7744657390458949, "rank_position": 1, "rouge_l": 0.726991263638828, "bert_score": 0.9072089249292097, "answer_relevance": 0.7368736773342853, "faithfulness": 0.9109545928726132, "hallucination_detected": 0, "source_attribution_score": 0.8389074559482628, "latency_ms": 363.97033617468753, "tokens_used": 89, "cost_cents": 0.1520075706493582, "timestamp": "2025-12-29T16:33:52.679894", "eval_id": "1236ae18"}
{"query": "What is the safety profile based on reported adverse events?", "answer": "Based on the clinical data, what is the safety profile based on reported adverse events. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Clinical_Trial_Protocol.pdf"], "num_retrieved": 1, "retrieval_precision": 1.0, "retrieval_recall": 0.7883493024047399, "rank_position": 2, "rouge_l": 0.8794507996771228, "bert_score": 0.9890372805052198, "answer_relevance": 0.98, "faithfulness": 0.99, "hallucination_detected": 0, "source_attribution_score": 0.9202874935555082, "latency_ms": 180.5318450150473, "tokens_used": 164, "cost_cents": 0.3633483811341406, "timestamp": "2025-12-29T16:33:52.679894", "eval_id": "637a4c17"}
{"query": "What is the mechanism of action for this treatment?", "answer": "Based on the clinical data, what is the mechanism of action for this treatment. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Clinical_Trial_Protocol.pdf", "Pharmacokinetics_Study.pdf"], "num_retrieved": 2, "retrieval_precision": 0.9574712547642229, "retrieval_recall": 0.898715076798533, "rank_position": 3, "rouge_l": 0.8192000079755279, "bert_score": 0.8864239733582311, "answer_relevance": 0.7428977779588922, "faithfulness": 0.9030187960492433, "hallucination_detected": 0, "source_attribution_score": 0.7624554954695243, "latency_ms": 373.14060250844705, "tokens_used": 84, "cost_cents": 0.7117749597236492, "timestamp": "2025-12-29T16:33:52.679894", "eval_id": "abaf4ca6"}
{"query": "What is the recommended dosage for this medication?", "answer": "Based on the clinical data, what is the recommended dosage for this medication. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Pharmacokinetics_Study.pdf", "Adverse_Events_Listing.pdf"], "num_retrieved": 2, "retrieval_precision": 0.9405730690612055, "retrieval_recall": 1.0, "rank_position": 1, "rouge_l": 0.8808942707215686, "bert_score": 0.9132934029079159, "answer_relevance": 0.905135078735406, "faithfulness": 0.8931492108116512, "hallucination_detected": 0, "source_attribution_score": 0.8268512614166635, "latency_ms": 339.0772795799579, "tokens_used": 214, "cost_cents": 0.7190302687955942, "timestamp": "2025-12-29T16:33:52.679894", "eval_id": "1236ae18"}
{"query": "How does this drug compare to existing treatments?", "answer": "Based on the clinical data, how does this drug compare to existing treatments. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Safety_Profile_Report.pdf", "Pharmacokinetics_Study.pdf", "Clinical_Trial_Protocol.pdf", "FDA_Approval_Summary.pdf"], "num_retrieved": 4, "retrieval_precision": 0.9730519547186312, "retrieval_recall": 0.7000247515495168, "rank_position": 1, "rouge_l": 0.8481502060571952, "bert_score": 0.8512169150469242, "answer_relevance": 0.6066385743234217, "faithfulness": 0.90739914345254, "hallucination_detected": 0, "source_attribution_score": 0.7272214400773345, "latency_ms": 180.27676298939465, "tokens_used": 213, "cost_cents": 0.32992956367012927, "timestamp": "2025-12-29T16:33:52.685157", "eval_id": "97deba54"}
{"query": "What were the patient demographics in the clinical trial?", "answer": "Based on the clinical data, what were the patient demographics in the clinical trial. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["FDA_Approval_Summary.pdf", "Adverse_Events_Listing.pdf", "Pharmacokinetics_Study.pdf"], "num_retrieved": 3, "retrieval_precision": 0.882795855159822, "retrieval_recall": 0.9536984414043154, "rank_position": 2, "rouge_l": 0.8652639536487609, "bert_score": 0.9510206928805952, "answer_relevance": 0.98, "faithfulness": 0.99, "hallucination_detected": 0, "source_attribution_score": 0.9041183043586343, "latency_ms": 304.8777755850387, "tokens_used": 202, "cost_cents": 0.4573272605920282, "timestamp": "2025-12-29T16:33:52.685157", "eval_id": "ea8a82db"}
{"query": "What is the recommended dosage for this medication?", "answer": "Based on the clinical data, what is the recommended dosage for this medication. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Safety_Profile_Report.pdf", "Adverse_Events_Listing.pdf", "Clinical_Trial_Protocol.pdf"], "num_retrieved": 3, "retrieval_precision": 0.9074913930124041, "retrieval_recall": 0.8337368592917234, "rank_position": 2, "rouge_l": 0.7866443218610295, "bert_score": 0.8890794098843255, "answer_relevance": 0.8644104258787939, "faithfulness": 0.9162807414858771, "hallucination_detected": 0, "source_attribution_score": 0.8535049903935279, "latency_ms": 153.72881316060213, "tokens_used": 192, "cost_cents": 0.42866080997615663, "timestamp": "2025-12-29T16:33:52.685157", "eval_id": "f93850ae"}
{"query": "How does this drug compare to existing treatments?", "answer": "Based on the clinical data, how does this drug compare to existing treatments. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Safety_Profile_Report.pdf", "FDA_Approval_Summary.pdf", "Adverse_Events_Listing.pdf"], "num_retrieved": 3, "retrieval_precision": 0.736362372230679, "retrieval_recall": 0.6501144391355456, "rank_position": 1, "rouge_l": 0.550190206571193, "bert_score": 0.7928686128619693, "answer_relevance": 0.7479453349256642, "faithfulness": 0.724801089955014, "hallucination_detected": 0, "source_attribution_score": 0.65, "latency_ms": 318.4624295326313, "tokens_used": 190, "cost_cents": 0.2437715682365154, "timestamp": "2025-12-29T16:33:52.685157", "eval_id": "97deba54"}
{"query": "What are the primary side effects of this drug?", "answer": "Based on the clinical data, what are the primary side effects of this drug. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["FDA_Approval_Summary.pdf", "Clinical_Trial_Protocol.pdf", "Pharmacokinetics_Study.pdf"], "num_retrieved": 3, "retrieval_precision": 0.6735724740087383, "retrieval_recall": 0.8542061489968834, "rank_position": 3, "rouge_l": 0.753272128099022, "bert_score": 0.7951286425632846, "answer_relevance": 0.7111372864814403, "faithfulness": 0.7658078142862852, "hallucination_detected": 0, "source_attribution_score": 0.7921982358187583, "latency_ms": 74.69663423689695, "tokens_used": 81, "cost_cents": 0.27307125512490826, "timestamp": "2025-12-29T16:33:52.685157", "eval_id": "d72f240c"}
{"query": "What are the inclusion/exclusion criteria for this study?", "answer": "Based on the clinical data, what are the inclusion/exclusion criteria for this study. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Clinical_Trial_Protocol.pdf", "Adverse_Events_Listing.pdf", "FDA_Approval_Summary.pdf", "Safety_Profile_Report.pdf"], "num_retrieved": 4, "retrieval_precision": 0.8823590395988979, "retrieval_recall": 0.8054000463419554, "rank_position": 4, "rouge_l": 0.657165617121062, "bert_score": 0.7163229867147761, "answer_relevance": 0.9214749005186091, "faithfulness": 0.7984409109004382, "hallucination_detected": 0, "source_attribution_score": 0.8050997029870711, "latency_ms": 320.5743801768407, "tokens_used": 139, "cost_cents": 0.18256542430243572, "timestamp": "2025-12-29T16:33:52.685157", "eval_id": "ca0963ac"}
{"query": "What biomarkers should be monitored during treatment?", "answer": "Based on the clinical data, what biomarkers should be monitored during treatment. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Safety_Profile_Report.pdf", "Adverse_Events_Listing.pdf", "Clinical_Trial_Protocol.pdf", "FDA_Approval_Summary.pdf"], "num_retrieved": 4, "retrieval_precision": 0.8280930369418137, "retrieval_recall": 0.8386391743395781, "rank_position": 2, "rouge_l": 0.859195213413575, "bert_score": 0.8490706943949407, "answer_relevance": 0.8362695754227021, "faithfulness": 0.9851436561648604, "hallucination_detected": 0, "source_attribution_score": 0.9006380350406552, "latency_ms": 315.9631216373207, "tokens_used": 204, "cost_cents": 0.7895173564931882, "timestamp": "2025-12-29T16:33:52.686903", "eval_id": "225ada1b"}
{"query": "What is the recommended dosage for this medication?", "answer": "Based on the clinical data, what is the recommended dosage for this medication. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Adverse_Events_Listing.pdf", "FDA_Approval_Summary.pdf", "Safety_Profile_Report.pdf"], "num_retrieved": 3, "retrieval_precision": 0.9229645259544321, "retrieval_recall": 0.9045329288076733, "rank_position": 1, "rouge_l": 0.6794903586334973, "bert_score": 0.9114979234771378, "answer_relevance": 0.8710294892629211, "faithfulness": 0.8819010505339767, "hallucination_detected": 0, "source_attribution_score": 0.828883744019921, "latency_ms": 310.1823792045738, "tokens_used": 92, "cost_cents": 0.2911547513375744, "timestamp": "2025-12-29T16:33:52.687494", "eval_id": "d5d72fda"}
{"query": "What were the patient demographics in the clinical trial?", "answer": "Based on the clinical data, what were the patient demographics in the clinical trial. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["FDA_Approval_Summary.pdf"], "num_retrieved": 1, "retrieval_precision": 0.8319845838750437, "retrieval_recall": 0.8232464235414909, "rank_position": 2, "rouge_l": 0.8391753287550867, "bert_score": 0.8678652920374175, "answer_relevance": 0.7651917363208208, "faithfulness": 0.9490917638308898, "hallucination_detected": 0, "source_attribution_score": 0.8135628503503984, "latency_ms": 321.0052546194483, "tokens_used": 245, "cost_cents": 0.5595103002738705, "timestamp": "2025-12-29T16:33:52.687494", "eval_id": "9ea17371"}
{"query": "What is the safety profile based on reported adverse events?", "answer": "Based on the clinical data, what is the safety profile based on reported adverse events. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["FDA_Approval_Summary.pdf", "Clinical_Trial_Protocol.pdf"], "num_retrieved": 2, "retrieval_precision": 0.8901844188411807, "retrieval_recall": 0.8188640273866499, "rank_position": 1, "rouge_l": 0.6292299958891738, "bert_score": 0.8351537114403716, "answer_relevance": 0.9379221844509074, "faithfulness": 0.889919633199584, "hallucination_detected": 0, "source_attribution_score": 0.9361556905489479, "latency_ms": 301.31795277671677, "tokens_used": 193, "cost_cents": 0.5017837116409055, "timestamp": "2025-12-29T16:33:52.687933", "eval_id": "2edfcccd"}
{"query": "What were the patient demographics in the clinical trial?", "answer": "Based on the clinical data, what were the patient demographics in the clinical trial. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Safety_Profile_Report.pdf"], "num_retrieved": 1, "retrieval_precision": 0.7410372108118369, "retrieval_recall": 0.966334676629508, "rank_position": 4, "rouge_l": 0.7403451654608713, "bert_score": 0.9267453574782148, "answer_relevance": 0.8281170820867129, "faithfulness": 0.86390200814052, "hallucination_detected": 0, "source_attribution_score": 0.8378864895727723, "latency_ms": 211.24391674054434, "tokens_used": 83, "cost_cents": 0.2983786385854106, "timestamp": "2025-12-29T16:33:52.687933", "eval_id": "a061c7fe"}
{"query": "What is the safety profile based on reported adverse events?", "answer": "Based on the clinical data, what is the safety profile based on reported adverse events. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["FDA_Approval_Summary.pdf"], "num_retrieved": 1, "retrieval_precision": 0.8720063460928076, "retrieval_recall": 0.6729254224539245, "rank_position": 2, "rouge_l": 0.8327709659558473, "bert_score": 0.8128271397265061, "answer_relevance": 0.8905255016851306, "faithfulness": 0.84745277001056, "hallucination_detected": 0, "source_attribution_score": 0.8230615394254884, "latency_ms": 283.8294453572478, "tokens_used": 250, "cost_cents": 0.6332729607669917, "timestamp": "2025-12-29T16:33:52.687933", "eval_id": "2edfcccd"}
{"query": "What biomarkers should be monitored during treatment?", "answer": "Based on the clinical data, what biomarkers should be monitored during treatment. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Clinical_Trial_Protocol.pdf", "Adverse_Events_Listing.pdf"], "num_retrieved": 2, "retrieval_precision": 0.9301020713000657, "retrieval_recall": 0.924804842721284, "rank_position": 1, "rouge_l": 0.9427204506133842, "bert_score": 0.9349403716685819, "answer_relevance": 0.8945900053205512, "faithfulness": 0.9102438848352746, "hallucination_detected": 0, "source_attribution_score": 0.99, "latency_ms": 277.97498285046345, "tokens_used": 196, "cost_cents": 0.7801133042353303, "timestamp": "2025-12-29T16:33:52.688937", "eval_id": "8fdf6b7c"}
{"query": "How does this drug compare to existing treatments?", "answer": "Based on the clinical data, how does this drug compare to existing treatments. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Clinical_Trial_Protocol.pdf"], "num_retrieved": 1, "retrieval_precision": 0.899280381787354, "retrieval_recall": 0.8961888094914131, "rank_position": 2, "rouge_l": 0.5936623542297897, "bert_score": 0.823996206720772, "answer_relevance": 0.6865616319136963, "faithfulness": 0.8144270370656516, "hallucination_detected": 0, "source_attribution_score": 0.9211159702320861, "latency_ms": 316.20020030370006, "tokens_used": 94, "cost_cents": 0.7486503882498293, "timestamp": "2025-12-29T16:33:52.688937", "eval_id": "2ce76cd9"}
{"query": "What are the primary side effects of this drug?", "answer": "Based on the clinical data, what are the primary side effects of this drug. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["FDA_Approval_Summary.pdf", "Safety_Profile_Report.pdf", "Adverse_Events_Listing.pdf"], "num_retrieved": 3, "retrieval_precision": 0.8315011482402368, "retrieval_recall": 0.833569355528467, "rank_position": 1, "rouge_l": 0.8225004807085223, "bert_score": 0.8431786717167729, "answer_relevance": 0.7471615327404427, "faithfulness": 0.8178606484394222, "hallucination_detected": 0, "source_attribution_score": 0.7317171144269652, "latency_ms": 265.3077015433886, "tokens_used": 228, "cost_cents": 0.2775564966165721, "timestamp": "2025-12-29T16:33:52.688937", "eval_id": "d06ff1bd"}
{"query": "What are the primary side effects of this drug?", "answer": "Based on the clinical data, what are the primary side effects of this drug. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["FDA_Approval_Summary.pdf"], "num_retrieved": 1, "retrieval_precision": 0.8641595010789612, "retrieval_recall": 0.7945909900018892, "rank_position": 1, "rouge_l": 0.8006758319947014, "bert_score": 0.8321939471946035, "answer_relevance": 0.825745775211993, "faithfulness": 0.8467257172080817, "hallucination_detected": 0, "source_attribution_score": 0.8497391658427235, "latency_ms": 235.03663142966545, "tokens_used": 141, "cost_cents": 0.17524629198643646, "timestamp": "2025-12-29T16:33:52.688937", "eval_id": "d06ff1bd"}
{"query": "What is the success rate from the phase II trial?", "answer": "Based on the clinical data, what is the success rate from the phase ii trial. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Safety_Profile_Report.pdf", "Adverse_Events_Listing.pdf", "Pharmacokinetics_Study.pdf", "Clinical_Trial_Protocol.pdf"], "num_retrieved": 4, "retrieval_precision": 0.6903702549893261, "retrieval_recall": 0.73223634008384, "rank_position": 2, "rouge_l": 0.707429022155934, "bert_score": 0.777869930411189, "answer_relevance": 0.7031065283777661, "faithfulness": 0.7, "hallucination_detected": 0, "source_attribution_score": 0.7439494136650804, "latency_ms": 400.82343329582545, "tokens_used": 98, "cost_cents": 0.7870249846125801, "timestamp": "2025-12-29T16:33:52.689939", "eval_id": "36d2fc3b"}
{"query": "What is the mechanism of action for this treatment?", "answer": "Based on the clinical data, what is the mechanism of action for this treatment. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["FDA_Approval_Summary.pdf", "Adverse_Events_Listing.pdf", "Safety_Profile_Report.pdf", "Clinical_Trial_Protocol.pdf"], "num_retrieved": 4, "retrieval_precision": 0.725867027337326, "retrieval_recall": 0.863170416240463, "rank_position": 2, "rouge_l": 0.8912824102328486, "bert_score": 0.9643405650883139, "answer_relevance": 0.8885158015034251, "faithfulness": 0.99, "hallucination_detected": 0, "source_attribution_score": 0.8784123194447961, "latency_ms": 236.3847138217219, "tokens_used": 204, "cost_cents": 0.5521449515774235, "timestamp": "2025-12-29T16:33:52.689939", "eval_id": "682b9450"}
{"query": "What is the safety profile based on reported adverse events?", "answer": "Based on the clinical data, what is the safety profile based on reported adverse events. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Clinical_Trial_Protocol.pdf"], "num_retrieved": 1, "retrieval_precision": 0.9750320447486492, "retrieval_recall": 0.7245802712668319, "rank_position": 1, "rouge_l": 0.7099476163376697, "bert_score": 0.9440083937887742, "answer_relevance": 0.8156100248089608, "faithfulness": 0.8919262171326391, "hallucination_detected": 0, "source_attribution_score": 0.863174486121895, "latency_ms": 362.8327560575255, "tokens_used": 189, "cost_cents": 0.7171165823008571, "timestamp": "2025-12-29T16:33:52.689939", "eval_id": "0de1bbf5"}
{"query": "What were the patient demographics in the clinical trial?", "answer": "Based on the clinical data, what were the patient demographics in the clinical trial. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Safety_Profile_Report.pdf"], "num_retrieved": 1, "retrieval_precision": 0.9015276357455221, "retrieval_recall": 0.9264841648056893, "rank_position": 1, "rouge_l": 0.891494274758995, "bert_score": 0.99, "answer_relevance": 0.7355355223593343, "faithfulness": 0.9702206503913026, "hallucination_detected": 0, "source_attribution_score": 0.777455505087579, "latency_ms": 321.1816552932661, "tokens_used": 247, "cost_cents": 0.7289428286892591, "timestamp": "2025-12-29T16:33:52.689939", "eval_id": "848a59c9"}
{"query": "What were the patient demographics in the clinical trial?", "answer": "Based on the clinical data, what were the patient demographics in the clinical trial. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Safety_Profile_Report.pdf", "FDA_Approval_Summary.pdf", "Pharmacokinetics_Study.pdf"], "num_retrieved": 3, "retrieval_precision": 0.9769493002143846, "retrieval_recall": 0.7089498127174636, "rank_position": 1, "rouge_l": 0.743951051682124, "bert_score": 0.88134771993094, "answer_relevance": 0.8198995975819598, "faithfulness": 0.759966915206261, "hallucination_detected": 0, "source_attribution_score": 0.653680388081969, "latency_ms": 394.7220409253053, "tokens_used": 217, "cost_cents": 0.3830027894556253, "timestamp": "2025-12-29T16:33:52.690939", "eval_id": "d882ccef"}
{"query": "How does this drug compare to existing treatments?", "answer": "Based on the clinical data, how does this drug compare to existing treatments. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["FDA_Approval_Summary.pdf", "Pharmacokinetics_Study.pdf", "Safety_Profile_Report.pdf", "Clinical_Trial_Protocol.pdf"], "num_retrieved": 4, "retrieval_precision": 0.9190628509274618, "retrieval_recall": 0.8737374216126653, "rank_position": 1, "rouge_l": 0.7916949852181128, "bert_score": 0.9615837240171882, "answer_relevance": 0.8916037889745834, "faithfulness": 0.8590999883691032, "hallucination_detected": 0, "source_attribution_score": 0.7580742362127584, "latency_ms": 158.1258379270646, "tokens_used": 169, "cost_cents": 0.3752840055083183, "timestamp": "2025-12-29T16:33:52.690939", "eval_id": "f7a91f0a"}
{"query": "What are the inclusion/exclusion criteria for this study?", "answer": "Based on the clinical data, what are the inclusion/exclusion criteria for this study. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Safety_Profile_Report.pdf", "FDA_Approval_Summary.pdf", "Adverse_Events_Listing.pdf", "Pharmacokinetics_Study.pdf"], "num_retrieved": 4, "retrieval_precision": 0.9933833682135537, "retrieval_recall": 0.9982061025926003, "rank_position": 2, "rouge_l": 0.778356020463265, "bert_score": 0.8294547617138849, "answer_relevance": 0.7798722760563348, "faithfulness": 0.9499485856550234, "hallucination_detected": 0, "source_attribution_score": 0.7780376963536395, "latency_ms": 173.39694248228693, "tokens_used": 88, "cost_cents": 0.5571400235923032, "timestamp": "2025-12-29T16:33:52.690939", "eval_id": "c57f0a77"}
{"query": "What are the primary side effects of this drug?", "answer": "Based on the clinical data, what are the primary side effects of this drug. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Adverse_Events_Listing.pdf"], "num_retrieved": 1, "retrieval_precision": 0.805738836595438, "retrieval_recall": 0.6065653094384298, "rank_position": 1, "rouge_l": 0.7577008392952846, "bert_score": 0.8073994742363001, "answer_relevance": 0.7914931355367709, "faithfulness": 0.7987802242346304, "hallucination_detected": 0, "source_attribution_score": 0.8243795429292404, "latency_ms": 358.4161124076011, "tokens_used": 149, "cost_cents": 0.7836666239789596, "timestamp": "2025-12-29T16:33:52.691937", "eval_id": "6751328e"}
{"query": "How does this drug compare to existing treatments?", "answer": "Based on the clinical data, how does this drug compare to existing treatments. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Pharmacokinetics_Study.pdf"], "num_retrieved": 1, "retrieval_precision": 0.9294316493258027, "retrieval_recall": 1.0, "rank_position": 1, "rouge_l": 0.95, "bert_score": 0.99, "answer_relevance": 0.8935370280287651, "faithfulness": 0.9657921757626544, "hallucination_detected": 0, "source_attribution_score": 0.9450063312067425, "latency_ms": 327.13170085845616, "tokens_used": 175, "cost_cents": 0.6736960835259596, "timestamp": "2025-12-29T16:33:52.691937", "eval_id": "04338b7b"}
{"query": "How does this drug compare to existing treatments?", "answer": "Based on the clinical data, how does this drug compare to existing treatments. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Adverse_Events_Listing.pdf", "Safety_Profile_Report.pdf", "Clinical_Trial_Protocol.pdf"], "num_retrieved": 3, "retrieval_precision": 0.8691780049883588, "retrieval_recall": 1.0, "rank_position": 1, "rouge_l": 0.9053724290502517, "bert_score": 0.887461041624208, "answer_relevance": 0.8255338939540914, "faithfulness": 0.9626678867129402, "hallucination_detected": 0, "source_attribution_score": 0.8858444522908131, "latency_ms": 285.00447311390025, "tokens_used": 212, "cost_cents": 0.26516004149862177, "timestamp": "2025-12-29T16:33:52.691937", "eval_id": "04338b7b"}
{"query": "What are the primary side effects of this drug?", "answer": "Based on the clinical data, what are the primary side effects of this drug. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Pharmacokinetics_Study.pdf"], "num_retrieved": 1, "retrieval_precision": 0.9104627762675658, "retrieval_recall": 0.937976535494375, "rank_position": 1, "rouge_l": 0.5755118375496409, "bert_score": 0.8919959033394592, "answer_relevance": 0.7836202850178633, "faithfulness": 0.953432186460839, "hallucination_detected": 0, "source_attribution_score": 0.7835803057646042, "latency_ms": 393.78508982459505, "tokens_used": 127, "cost_cents": 0.5839725982219669, "timestamp": "2025-12-29T16:33:52.691937", "eval_id": "6751328e"}
{"query": "What biomarkers should be monitored during treatment?", "answer": "Based on the clinical data, what biomarkers should be monitored during treatment. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Clinical_Trial_Protocol.pdf", "Pharmacokinetics_Study.pdf", "FDA_Approval_Summary.pdf"], "num_retrieved": 3, "retrieval_precision": 0.7014865049756396, "retrieval_recall": 0.8532205085753696, "rank_position": 1, "rouge_l": 0.7036879055392565, "bert_score": 0.8232887647654229, "answer_relevance": 0.7240432417784443, "faithfulness": 0.8174281679074274, "hallucination_detected": 0, "source_attribution_score": 0.8094309307066749, "latency_ms": 346.74320628259454, "tokens_used": 156, "cost_cents": 0.30470012119609546, "timestamp": "2025-12-29T16:33:52.692906", "eval_id": "6817a77e"}
{"query": "What is the safety profile based on reported adverse events?", "answer": "Based on the clinical data, what is the safety profile based on reported adverse events. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Pharmacokinetics_Study.pdf", "FDA_Approval_Summary.pdf", "Adverse_Events_Listing.pdf", "Clinical_Trial_Protocol.pdf"], "num_retrieved": 4, "retrieval_precision": 0.7708525319903022, "retrieval_recall": 0.7140539324008609, "rank_position": 1, "rouge_l": 0.7582038473536197, "bert_score": 0.8719206100765141, "answer_relevance": 0.768747467165288, "faithfulness": 0.7863906811511377, "hallucination_detected": 0, "source_attribution_score": 0.7827059691758022, "latency_ms": 284.30338447510456, "tokens_used": 193, "cost_cents": 0.5194315945804843, "timestamp": "2025-12-29T16:33:52.692906", "eval_id": "70950525"}
{"query": "What biomarkers should be monitored during treatment?", "answer": "Based on the clinical data, what biomarkers should be monitored during treatment. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["FDA_Approval_Summary.pdf", "Safety_Profile_Report.pdf", "Pharmacokinetics_Study.pdf", "Clinical_Trial_Protocol.pdf"], "num_retrieved": 4, "retrieval_precision": 0.8863518011536086, "retrieval_recall": 0.9528433531913749, "rank_position": 1, "rouge_l": 0.6924764309368061, "bert_score": 0.9074272676584865, "answer_relevance": 0.8856496644947377, "faithfulness": 0.9643048532855157, "hallucination_detected": 0, "source_attribution_score": 0.9218544026918479, "latency_ms": 387.9856471606976, "tokens_used": 107, "cost_cents": 0.1927569268723833, "timestamp": "2025-12-29T16:33:52.693443", "eval_id": "bc0d2943"}
{"query": "What were the patient demographics in the clinical trial?", "answer": "Based on the clinical data, what were the patient demographics in the clinical trial. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Clinical_Trial_Protocol.pdf", "Safety_Profile_Report.pdf", "FDA_Approval_Summary.pdf"], "num_retrieved": 3, "retrieval_precision": 0.8950536281566746, "retrieval_recall": 0.9144248160397045, "rank_position": 1, "rouge_l": 0.7618677680298188, "bert_score": 0.8461644035252505, "answer_relevance": 0.9653601861381645, "faithfulness": 0.8755786694922031, "hallucination_detected": 0, "source_attribution_score": 0.8808869584154418, "latency_ms": 353.36305965541663, "tokens_used": 245, "cost_cents": 0.5148915885221008, "timestamp": "2025-12-29T16:33:52.693443", "eval_id": "eeaa869f"}
{"query": "How does this drug compare to existing treatments?", "answer": "Based on the clinical data, how does this drug compare to existing treatments. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Clinical_Trial_Protocol.pdf", "Safety_Profile_Report.pdf"], "num_retrieved": 2, "retrieval_precision": 0.8098059467924409, "retrieval_recall": 0.6023065734388835, "rank_position": 3, "rouge_l": 0.7004028932959154, "bert_score": 0.813015925326988, "answer_relevance": 0.6784644783231156, "faithfulness": 0.7845740350573508, "hallucination_detected": 0, "source_attribution_score": 0.65, "latency_ms": 459.79977076107156, "tokens_used": 117, "cost_cents": 0.27331328918592634, "timestamp": "2025-12-29T16:33:52.694024", "eval_id": "2202146d"}
{"query": "What is the mechanism of action for this treatment?", "answer": "Based on the clinical data, what is the mechanism of action for this treatment. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Clinical_Trial_Protocol.pdf", "FDA_Approval_Summary.pdf", "Safety_Profile_Report.pdf"], "num_retrieved": 3, "retrieval_precision": 1.0, "retrieval_recall": 0.7608373996776078, "rank_position": 1, "rouge_l": 0.7774878763927089, "bert_score": 0.8396996698506028, "answer_relevance": 0.8271539804365684, "faithfulness": 0.9337213882950308, "hallucination_detected": 0, "source_attribution_score": 0.8388598969576262, "latency_ms": 213.90842919317265, "tokens_used": 86, "cost_cents": 0.29153943157162554, "timestamp": "2025-12-29T16:33:52.694024", "eval_id": "bfa3ef53"}
{"query": "What biomarkers should be monitored during treatment?", "answer": "Based on the clinical data, what biomarkers should be monitored during treatment. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Pharmacokinetics_Study.pdf", "Adverse_Events_Listing.pdf", "Clinical_Trial_Protocol.pdf", "Safety_Profile_Report.pdf"], "num_retrieved": 4, "retrieval_precision": 0.8346511394851743, "retrieval_recall": 0.8814336106436549, "rank_position": 1, "rouge_l": 0.8430315573988195, "bert_score": 0.8944331459730633, "answer_relevance": 0.7897513415421694, "faithfulness": 0.8580143425540971, "hallucination_detected": 1, "source_attribution_score": 0.7346872187150348, "latency_ms": 361.9668724913192, "tokens_used": 101, "cost_cents": 0.5711407488163474, "timestamp": "2025-12-29T16:33:52.694024", "eval_id": "b0d984c7"}
{"query": "What are the contraindications for this therapy?", "answer": "Based on the clinical data, what are the contraindications for this therapy. This finding is supported by the source documents indicating a positive correlation with treatment outcomes.", "source_docs": ["Safety_Profile_Report.pdf"], "num_retrieved": 1, "retrieval_precision": 0.9009022034719727, "retrieval_recall": 1.0, "rank_position": 1, "rouge_l": 0.9105038892045774, "bert_score": 0.8960253555216661, "answer_relevance": 0.8253569744550738, "faithfulness": 0.8368519357763938, "hallucination_detected": 0, "source_attribution_score": 0.7777537972022747, "latency_ms": 300.33605788776373, "tokens_used": 207, "cost_cents": 0.3048499137601775, "timestamp": "2025-12-29T16:33:52.694024", "eval_id": "81f2022b"}