{"id":"W4236078575","doi":"10.32920/ryerson.14649477.v1","title":"Predicting Adverse Events in a Forensic Psychiatric Population: a Developmental Approach","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Child Abuse and Trauma","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; University of Ottawa","funders":"","keywords":"Recidivism; Psychiatry; Neglect; Adverse effect; Adverse Childhood Experiences; Population; Medicine; Timeline; Mental health; Psychology; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002032931,0.0005234912,0.0003418657,0.004318596,0.001445445,0.001680733,0.001090472,0.0003469168,0.0011136],"category_scores_gemma":[0.00743571,0.0003867169,0.0005847711,0.002466747,0.0007800403,0.001140745,0.002198383,0.00114096,0.0002131294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002722555,"about_ca_system_score_gemma":0.004921238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07508169,"about_ca_topic_score_gemma":0.1349421,"domain_scores_codex":[0.9991171,0.0003419951,0.0001093559,0.00009769594,0.0001935481,0.0001402999],"domain_scores_gemma":[0.9972113,0.0005863137,0.0009516531,0.000127326,0.0008367601,0.000286707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000156974,0.00006339086,0.9934424,0.00001868298,0.00001040745,0.0002169283,0.0005041718,0.00009743639,0.0001116552,0.00008108602,0.0001274147,0.005310755],"study_design_scores_gemma":[0.00000332821,0.00008716526,0.9929102,0.00005044392,0.00002284919,0.0004953438,0.004234937,0.001303795,0.0002458584,0.0002507539,0.0003852812,0.00001009959],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936045,0.0003730708,0.001580496,0.0005606259,0.00001304719,0.0002522574,0.0008001977,0.0000324589,0.002783356],"genre_scores_gemma":[0.992652,0.0005158705,0.005708529,0.00006587617,0.0000104666,0.000103854,0.0005734412,0.000006714834,0.0003632947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07508169,"threshold_uncertainty_score":0.1492894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03074229002068323,"score_gpt":0.2894405694667452,"score_spread":0.2586982794460619,"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."}}