{"id":"W3216440414","doi":"10.15173/ijrr.v4i2.4622","title":"Forensic Psychiatry in Pakistan: An Update","year":2021,"lang":"en","type":"article","venue":"International Journal of Risk and Recovery","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Toronto","funders":"","keywords":"Subspecialty; Forensic psychiatry; Mental health; Psychiatry; Government (linguistics); Criminal justice; Medicine; Legislation; Political science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001982755,0.00006530723,0.0001252588,0.0001309294,0.00003148589,0.00004313066,0.0001125887,0.00004835456,0.0005021379],"category_scores_gemma":[0.000008690597,0.00005247082,0.0000572869,0.00005793197,0.00001932616,0.00023036,0.00002094852,0.000166735,0.00001510735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004251439,"about_ca_system_score_gemma":0.00004544073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001013568,"about_ca_topic_score_gemma":0.0004408179,"domain_scores_codex":[0.9992141,0.00008742278,0.0003378147,0.000105291,0.0001564258,0.00009891723],"domain_scores_gemma":[0.9994805,0.00005866024,0.0002248489,0.00006570317,0.0001044385,0.00006583518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000740512,0.0004814841,0.4036695,0.00000578764,0.0001491542,0.0006608446,0.0004557554,0.00001286996,0.0000134636,0.004256308,0.00166642,0.5878879],"study_design_scores_gemma":[0.005014218,0.0003903419,0.9261778,0.0002147637,0.00005095838,0.001937789,0.002557089,0.00002907275,0.0001797506,0.05088004,0.01238211,0.0001860565],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876157,0.003988979,0.0001235506,0.0009125039,0.005947572,0.00002850362,0.00002907602,0.000002919286,0.001351211],"genre_scores_gemma":[0.9954289,0.002138969,0.001118379,0.0004972792,0.0005292353,0.000001188692,0.00001721291,0.000006740152,0.0002620988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5877018,"threshold_uncertainty_score":0.5498058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01344699849467996,"score_gpt":0.3749060970289126,"score_spread":0.3614590985342326,"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."}}