{"id":"W4213195157","doi":"10.1111/sltb.12846","title":"Alcohol use and death by suicide: A meta‐analysis of 33 studies","year":2022,"lang":"en","type":"review","venue":"Suicide and Life-Threatening Behavior","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":102,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre; University of British Columbia; Dalhousie University","funders":"","keywords":"Meta-analysis; Alcohol; Suicide prevention; Poison control; Injury prevention; Medicine; Human factors and ergonomics; Odds ratio; Alcohol use disorder; Odds; Occupational safety and health; Psychiatry; Psychology; Demography; Environmental health; Logistic regression; Internal medicine","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009626665,0.001248461,0.008497332,0.001258846,0.0005360069,0.000121624,0.0004261208,0.0004463277,0.00167631],"category_scores_gemma":[0.0002494931,0.0009648519,0.002405398,0.001421111,0.0003586903,0.000207786,0.0006498305,0.0008196204,0.00001478123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007919998,"about_ca_system_score_gemma":0.0000918843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003946872,"about_ca_topic_score_gemma":0.0001937167,"domain_scores_codex":[0.9944719,0.0008439698,0.001711743,0.001559361,0.0005517847,0.0008612316],"domain_scores_gemma":[0.9949778,0.002512789,0.001045964,0.0009794071,0.0001725003,0.0003115052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0001239751,0.0005809384,0.1099956,0.003214119,0.7549249,0.0006901992,0.005298763,0.000001187249,0.000005466425,0.0004741108,0.003152455,0.1215383],"study_design_scores_gemma":[0.0005533846,0.0002722843,0.004815801,0.0001376698,0.8117177,0.00007792324,0.00244423,5.132035e-7,0.000002501343,0.00001346182,0.1789282,0.001036219],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02089292,0.975956,0.000003102432,0.00003119296,0.000278311,0.001160701,0.00143364,0.000124871,0.00011922],"genre_scores_gemma":[0.00280948,0.9915234,0.0001184561,0.0001833902,0.00006448221,0.002277873,0.000513235,0.0001552608,0.002354366],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1757758,"threshold_uncertainty_score":0.9992802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4444743476324428,"score_gpt":0.4668019183211797,"score_spread":0.02232757068873692,"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."}}