{"id":"W2012902973","doi":"10.1177/1948550612466115","title":"Detecting Suicidality From Facial Appearance","year":2012,"lang":"en","type":"article","venue":"Social Psychological and Personality Science","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Psychology; Impulsivity; Aggression; Perception; Facial expression; Nonverbal communication; Suicide prevention; Social perception; Poison control; Face perception; Human factors and ergonomics; Developmental psychology; Social psychology; Communication; Medicine; Medical emergency","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":[0.001465709,0.0001788534,0.0002601201,0.00003725827,0.001225945,0.00006817542,0.0003114842,0.0001509221,0.000883372],"category_scores_gemma":[0.0001774562,0.0001411714,0.00008304626,0.0004616212,0.001766653,0.0002485951,0.0001183108,0.0003231565,0.0002055524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003293942,"about_ca_system_score_gemma":0.00001081457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001345651,"about_ca_topic_score_gemma":0.00004081734,"domain_scores_codex":[0.997784,0.0001929019,0.0002250087,0.0006142479,0.0003993388,0.0007845601],"domain_scores_gemma":[0.999335,0.0001355527,0.00008810525,0.0001685457,0.00005548603,0.000217321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001675299,0.000336999,0.9027549,0.00000620494,0.0000372092,0.000005001174,0.03689262,2.939301e-8,0.004457133,0.006224107,0.0004281959,0.04869005],"study_design_scores_gemma":[0.0003222605,0.00005532496,0.9894223,0.00000122001,0.00001263624,0.000005599572,0.006442447,0.000001879043,0.00003985259,0.002489908,0.001000048,0.0002065426],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.971599,0.001072981,0.00009651228,0.001139305,0.0009434961,0.0001175526,0.00003482096,0.00009329059,0.02490299],"genre_scores_gemma":[0.9968882,0.000007028697,0.0001173181,0.001745113,0.00105395,0.00001789201,0.000001624416,0.000005410208,0.0001634839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08666737,"threshold_uncertainty_score":0.9672304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1375737864843751,"score_gpt":0.4108122001431203,"score_spread":0.2732384136587452,"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."}}