Datasets:

ClarusC64
/

clinical-personal-deviation-vector-detection-v0.1

id stringclasses 10 values	person_id stringclasses 10 values	baseline_signature stringclasses 10 values	baseline_envelope stringclasses 10 values	baseline_rhythms stringclasses 9 values	time_window stringclasses 6 values	recent_data_sleep stringclasses 10 values	recent_data_wearables stringclasses 10 values	recent_data_labs stringclasses 10 values	recent_data_omics stringclasses 1 value	recent_data_behavior stringclasses 9 values	recent_data_subjective stringclasses 8 values	coupling_changes stringclasses 10 values	deviation_vector stringclasses 10 values	deviation_severity_score_0_100 int64 30 86	first_system_departing stringclasses 4 values	deviation_evidence stringclasses 10 values	constraints stringclasses 1 value	gold_checklist stringclasses 7 values
PDD-001	P01	low inflammation + high autonomic tone + stable sleep + training-coupled mood	RHR±2; HRV±10; sleep±0.5h; CRP±0.3; energy±1	circadian,training_cycle	7 days	sleep 5.8h for 4 nights; latency 35m	RHR 61; HRV 38	CRP 1.8	none	steps down 30%; training stopped	energy 4; mood 4	sleep no longer predicts HRV; HRV drops despite low activity	direction=downshift; magnitude=multi-domain; velocity=fast; coupling_loss=high; onset_time=day2; cross_modal_consensus=high	78	sleep_circadian	Sleep drops first beyond envelope, then autonomic and inflammation follow with coupling break	Under 220 words.	1 vector
PDD-002	P02	shift-work sleep variance + moderate inflammation + winter HRV dip	RHR±3; HRV±8; sleep±0.6h; CRP±0.6; energy±1.5	circadian,seasonal	14 days	sleep 6.6h within envelope	RHR 66; HRV 42 within envelope	CRP 1.8 within envelope	none	work stable	energy 2; brain fog 4	subjective collapses without matching physiologic shift	direction=subjective_downshift; magnitude=single-domain; velocity=medium; coupling_loss=medium; onset_time=day5; cross_modal_consensus=low	42	subjective_experience	Subjective drop leads with weak physiologic consensus, suggesting early deviation signal	Under 220 words.	1 vector
PDD-003	P04	menstrual-linked HRV dip + pre-menses mood shift with recovery	RHR±3; HRV±10; sleep±0.5h; CRP±0.5; energy±1	menstrual_cycle,circadian	10 days	sleep 7.4h normal	RHR 63 normal; HRV 32 below envelope	CRP 0.9 normal	none	steps normal	energy 6	HRV dip occurs outside expected phase window	direction=autonomic_drop; magnitude=moderate; velocity=fast; coupling_loss=medium; onset_time=day1; cross_modal_consensus=medium	55	autonomic	HRV breaks envelope without phase explanation, preceding other shifts	Under 220 words.	1 vector
PDD-004	P08	post-infection recovery rhythm with slow HRV normalization	RHR±3; HRV±9; sleep±0.5h; CRP±0.4; energy±1.5	post_infection_recovery,circadian	21 days	sleep 6.2h below envelope	RHR 72 above envelope; HRV 22 below envelope	CRP 2.1 above envelope	none	steps down 40%	energy 3; PEM 1	all loops break; relapse pattern returns	direction=global_downshift; magnitude=high; velocity=fast; coupling_loss=high; onset_time=day3; cross_modal_consensus=high	86	autonomic	Autonomic destabilization and inflammation rise co-occur with sleep collapse and PEM return	Under 220 words.	1 vector
PDD-005	P10	travel-linked coherence dips with recovery in 5 days	RHR±3; HRV±7; sleep±0.5h; CRP±0.4; energy±1.5	circadian,weekly_load	5 days	sleep 5.9h below envelope	RHR 75 above envelope; HRV 22 below envelope	CRP 1.5 within envelope	none	travel week yes	energy 4	pattern matches known travel dip	direction=expected_perturbation; magnitude=moderate; velocity=fast; coupling_loss=low; onset_time=day1; cross_modal_consensus=medium	30	sleep_circadian	Deviation resembles known travel perturbation and stays inside expected recovery pattern	Under 220 words.	1 expected
PDD-006	P05	low sleep + high inflammation + low HRV + low energy stable state	RHR±4; HRV±6; sleep±0.4h; CRP±0.9; energy±1	circadian,none_detected	14 days	sleep 7.2h above envelope	RHR 66 below envelope; HRV 40 above envelope	CRP 1.0 below envelope	none	steps up 60%	energy 7; mood 7	positive coupling returns: sleep predicts HRV	direction=upshift; magnitude=multi-domain; velocity=medium; coupling_loss=negative; onset_time=day4; cross_modal_consensus=high	72	sleep_circadian	Sleep improves first, then autonomic and inflammation improve with restored coupling	Under 220 words.	1 upshift
PDD-007	P07	moderate autonomic tone + workload-linked HRV dip and rebound	RHR±2; HRV±8; sleep±0.4h; CRP±0.3; energy±1	weekly_load,circadian	7 days	sleep 7.2h normal	RHR 63 normal; HRV 31 below envelope	CRP 1.0 normal	none	workload high	energy 5	HRV drop matches high workload but rebound absent	direction=autonomic_drop; magnitude=moderate; velocity=medium; coupling_loss=medium; onset_time=day2; cross_modal_consensus=medium	58	autonomic	Workload explains HRV dip but missing rebound suggests deviation from personal pattern	Under 220 words.	1 rebound_missing
PDD-008	P03	stable thyroid + moderate autonomic tone + strength-coupled HRV lift	RHR±2; HRV±8; sleep±0.4h; TSH±0.4; energy±1	weekly_load,circadian	30 days	sleep 7.1h normal	RHR 61 normal; HRV 46 normal	TSH 3.0 above envelope	none	training stable	energy 6	thyroid decouples from rest of system	direction=endocrine_shift; magnitude=moderate; velocity=slow; coupling_loss=medium; onset_time=week3; cross_modal_consensus=low	50	metabolic	TSH drift breaks envelope while other streams remain stable, suggesting early endocrine deviation	Under 220 words.	1 endocrine
PDD-009	P06	high autonomic reserve + training-block rhythmic lifts + low inflammation	RHR±2; HRV±12; sleep±0.5h; CRP±0.2; energy±1	training_cycle,seasonal,circadian	10 days	sleep 7.8h normal	RHR 58 normal; HRV 42 below envelope	CRP 0.9 above envelope	none	training block ended abruptly	energy 6	HRV drop aligns with training stop but CRP rise unexpected	direction=partial_downshift; magnitude=moderate; velocity=fast; coupling_loss=medium; onset_time=day2; cross_modal_consensus=medium	60	autonomic	Autonomic drift appears first with unexpected immune rise suggesting deviation not just detraining	Under 220 words.	1 partial
PDD-010	P09	sleep-anchored coherence with tight RHR and low inflammation	RHR±2; HRV±10; sleep±0.4h; CRP±0.2; energy±1	circadian	7 days	sleep 7.6h normal	RHR 56 normal; HRV 50 below envelope	CRP 0.7 within envelope	none	steps normal	energy 7	autonomic dips without sleep loss	direction=autonomic_drop; magnitude=low; velocity=fast; coupling_loss=low; onset_time=day1; cross_modal_consensus=low	35	autonomic	Isolated HRV dip with no corroboration suggests mild deviation or sensor noise	Under 220 words.	1 low

What this dataset tests

Whether a model can detect deviation from a person's own coherent basin
using baseline envelope and coupling structure.

Required outputs

deviation_vector
deviation_severity_score_0_100
first_system_departing

Deviation vector fields

direction
magnitude
velocity
coupling_loss
onset_time
cross_modal_consensus

First system labels

sleep_circadian
autonomic
immune_inflammatory
metabolic
neurocognitive
gut_microbiome
behavior_load
subjective_experience

Typical failures

treating population thresholds as baseline
outputting severity with no vector structure
ignoring coupling changes

Suggested prompt wrapper

System

You detect deviation from a personal baseline.

User

Baseline signature
{baseline_signature}

Baseline envelope
{baseline_envelope}

Recent data
Sleep: {recent_data_sleep}
Wearables: {recent_data_wearables}
Labs: {recent_data_labs}
Behavior: {recent_data_behavior}
Subjective: {recent_data_subjective}

Coupling changes
{coupling_changes}

Return

deviation vector with required fields
severity score
first system departing
one sentence evidence

Citation

ClarusC64 dataset family

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