{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007399861,0.0001103183,0.0002112335,0.0001987142,0.001017986,0.000007449097,0.000202224,0.00002701914,0.00004019154],"category_scores_gemma":[0.0002144778,0.00008241215,0.00002247008,0.0009471831,0.0007596755,0.0003402679,0.0003128483,0.0001034014,0.00006368077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000571595,"about_ca_system_score_gemma":0.0001213242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001295764,"about_ca_topic_score_gemma":0.0005358009,"domain_scores_codex":[0.9983877,0.00005256285,0.0003007694,0.0003049851,0.0004484075,0.0005055927],"domain_scores_gemma":[0.9990968,0.000283033,0.0001864585,0.0001950733,0.0001475925,0.00009104989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001059129,0.00001697495,0.985719,0.0001253399,0.00000843156,0.00000281391,0.001804125,0.00002677311,0.003644157,0.003452923,0.001127081,0.004061809],"study_design_scores_gemma":[0.000513308,0.0001581546,0.9287843,0.0004690525,0.00001765398,5.011844e-7,0.0222123,0.00001628508,0.007020463,0.01142448,0.02915404,0.0002295302],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908112,0.001423198,0.0000152043,0.004120381,0.0005567399,0.0003488205,0.00001358051,0.0001480999,0.002562834],"genre_scores_gemma":[0.9958537,0.0009689961,0.00009281157,0.0002926454,0.00005667166,0.00006644758,0.000001641715,0.00000913785,0.00265798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05693474,"threshold_uncertainty_score":0.7829628,"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."}}