{"id":"W2211287453","doi":"10.1016/j.jad.2015.12.042","title":"Systematic review of research on railway and urban transit system suicides","year":2015,"lang":"en","type":"review","venue":"Journal of Affective Disorders","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":39,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Transport engineering; Poison control; Suicide prevention; Injury prevention; Transit (satellite); Occupational safety and health; Human factors and ergonomics; Medical emergency; Geography; Forensic engineering; Psychology; Medicine; Engineering; Public transport; Pathology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.007794872,0.0004884742,0.005655123,0.0009390946,0.0001050254,0.00002445519,0.0004727749,0.0002773223,0.00003507953],"category_scores_gemma":[0.001082056,0.000308489,0.0009642452,0.0008847124,0.0002533738,0.00007937734,0.00005179974,0.001112883,0.00005093317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003010878,"about_ca_system_score_gemma":0.0002543589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007098604,"about_ca_topic_score_gemma":0.00002243342,"domain_scores_codex":[0.9918226,0.00462632,0.001798025,0.0003616754,0.0009831918,0.0004081915],"domain_scores_gemma":[0.9929317,0.003544331,0.001847258,0.0004741769,0.001033331,0.0001691797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00006307237,0.000148115,0.00002493073,0.9664015,0.003004923,0.00005683019,0.001150317,1.090926e-7,5.495531e-8,0.0006197235,0.007591751,0.02093865],"study_design_scores_gemma":[0.0007764194,0.002124114,0.00002675578,0.9512417,0.005455967,0.0003560685,0.007673066,2.188938e-7,2.020856e-7,0.00006585255,0.03194159,0.000338021],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000303601,0.989192,0.00001746472,0.00006211979,0.0005320346,0.00274524,0.00002707654,0.00001426874,0.007379397],"genre_scores_gemma":[0.0007113724,0.9986938,0.000006818284,0.00003800711,0.0001416757,0.0001545291,0.000003794318,0.00006596094,0.000184032],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02434983,"threshold_uncertainty_score":0.9999367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09681372310732332,"score_gpt":0.4429471430058791,"score_spread":0.3461334198985558,"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."}}