{"id":"W4405307465","doi":"10.1101/2024.12.10.24318820","title":"Acute psychosis and the risk of motor vehicle crash","year":2024,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Mental Health and Psychiatry","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Canadian Institutes of Health Research; Michael Smith Health Research BC","keywords":"Motor vehicle crash; Psychosis; Vehicle accident; Crash; Business; Medicine; Psychology; Psychiatry; Environmental health; Human factors and ergonomics; Poison control; Computer science; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009227079,0.0001722218,0.0002569839,0.0009938409,0.0003482721,0.0009945921,0.0004968347,0.0004265782,0.003388445],"category_scores_gemma":[0.01254767,0.0002194498,0.0003593705,0.0008483418,0.0004785757,0.0004385911,0.0007263775,0.0006662558,0.0001922403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006488056,"about_ca_system_score_gemma":0.0005703855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01518359,"about_ca_topic_score_gemma":0.01430627,"domain_scores_codex":[0.9991131,0.0003460333,0.0001016094,0.0001155228,0.000211337,0.0001123828],"domain_scores_gemma":[0.9907174,0.002247743,0.005151308,0.0003885914,0.0006814436,0.0008135098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005746909,0.00001078551,0.998821,0.00001105597,0.00003626152,0.00004577494,0.00003041897,0.00003084471,0.00001494261,0.0000181019,0.00004457224,0.0008788185],"study_design_scores_gemma":[0.000004161661,0.00002703693,0.9992753,0.00002927043,0.00001852009,0.0001526192,0.000162446,0.000177476,0.00001300504,0.00006341853,0.00007389134,0.000002814683],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976035,0.001355079,0.00005143711,0.0002605797,0.000009156779,0.000005808796,0.0002493189,0.000003311915,0.0004619586],"genre_scores_gemma":[0.9995564,0.0002653319,0.00001970641,0.0000110369,0.000007842759,0.000001501778,0.00008586002,5.742985e-7,0.00005175101],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01518359,"threshold_uncertainty_score":0.03019047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02253768675771211,"score_gpt":0.2726274237828064,"score_spread":0.2500897370250943,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}