{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006707726,0.001657931,0.008623277,0.01177888,0.0007478156,0.002539675,0.001765445,0.001868179,0.005103587],"category_scores_gemma":[0.03756453,0.00109771,0.008604022,0.01089975,0.001134569,0.00183444,0.002392332,0.001315731,0.0002646036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003040144,"about_ca_system_score_gemma":0.01209178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01188393,"about_ca_topic_score_gemma":0.04578689,"domain_scores_codex":[0.9917155,0.002349717,0.003972521,0.0006012961,0.001111839,0.0002491294],"domain_scores_gemma":[0.9809263,0.01241169,0.004444368,0.0003102813,0.001600057,0.0003073199],"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":[0.0001569584,0.00001184189,0.0006624851,0.9671994,0.01154548,0.00008711807,0.0001662786,0.00004168192,0.00009911957,0.0001000141,0.0008134923,0.01911598],"study_design_scores_gemma":[0.0002881929,0.0001872581,0.005558113,0.8523745,0.125424,0.0004236205,0.0004107095,0.00003355945,0.0001152447,0.0002737756,0.0148721,0.00003901989],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001206086,0.9976788,0.00009061885,0.0001345499,0.00009969805,0.0002154638,0.0003963448,0.000004824654,0.0001736236],"genre_scores_gemma":[0.0128477,0.9858014,0.0003761285,0.0003654184,0.00006187948,0.0002407593,0.0002092032,0.000003229024,0.00009425312],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01188393,"threshold_uncertainty_score":0.0354743,"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."}}