{"id":"W4384027570","doi":"10.1126/sciadv.adg3758","title":"Unemployment and underemployment are causes of suicide","year":2023,"lang":"en","type":"article","venue":"Science Advances","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Western Sydney University","keywords":"Underemployment; Unemployment; Suicide prevention; Poison control; Human factors and ergonomics; Injury prevention; Epidemiology; Medicine; Economics; Occupational safety and health; Demography; Demographic economics; Environmental health; Internal medicine; Economic growth; Sociology","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":[0.002383993,0.0001696579,0.0003585899,0.001017383,0.0007218045,0.0008134158,0.0003159724,0.0003423617,0.002078185],"category_scores_gemma":[0.01416123,0.000235147,0.0008221293,0.00106783,0.0005080274,0.0005941854,0.001731265,0.0008695928,0.0002242358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006434648,"about_ca_system_score_gemma":0.001766927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03586303,"about_ca_topic_score_gemma":0.04294997,"domain_scores_codex":[0.9985124,0.0007114332,0.0001592262,0.0001501021,0.000279617,0.0001870815],"domain_scores_gemma":[0.9939249,0.001348911,0.00274083,0.0004640119,0.000919469,0.0006018718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000376887,0.00001632317,0.9838463,0.00006903156,0.0001273915,0.00005936546,0.0007064566,0.0002030121,0.00005342548,0.0004063789,0.0003333834,0.01414121],"study_design_scores_gemma":[0.000001044543,0.00002041344,0.9975476,0.00009781877,0.0000382814,0.00005514662,0.0006886839,0.0004855632,0.00003107238,0.0003656071,0.0006649577,0.000003792571],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919458,0.003055617,0.0007369556,0.001433084,0.00005460695,0.00002153107,0.0003784095,0.000008628621,0.002365366],"genre_scores_gemma":[0.9979127,0.001262736,0.0002357019,0.0001018753,0.00003651547,0.00001002543,0.0001523877,0.000002314494,0.0002857406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03586303,"threshold_uncertainty_score":0.07130861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1038260324304236,"score_gpt":0.4563840679739869,"score_spread":0.3525580355435633,"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."}}