{"id":"W4380991739","doi":"10.1136/bmjopen-2022-068730","title":"Suicide postvention for staff and students on university campuses: a scoping review","year":2023,"lang":"en","type":"review","venue":"BMJ Open","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Faculty of Medicine and Health, University of Sydney; National Health and Medical Research Council; South African Medical Research Council; Medical Research Council; Universiteit Stellenbosch; National Research Foundation","keywords":"CINAHL; PsycINFO; Medicine; Data extraction; MEDLINE; Cochrane Library; Scopus; Context (archaeology); Psychological intervention; Inclusion (mineral); Intervention (counseling); Medical education; Nursing; Family medicine; Alternative medicine; Psychology; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03059154,0.001913303,0.006879004,0.01934394,0.002037522,0.005898932,0.002607472,0.005156403,0.005430401],"category_scores_gemma":[0.1209797,0.001764616,0.005738044,0.01580727,0.001726894,0.005769192,0.003591208,0.002494781,0.0008122881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006628532,"about_ca_system_score_gemma":0.03279096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007705608,"about_ca_topic_score_gemma":0.01938113,"domain_scores_codex":[0.9793996,0.007922944,0.007705879,0.0008400127,0.003449655,0.0006820251],"domain_scores_gemma":[0.899244,0.07411628,0.01417595,0.00125103,0.009990421,0.001222265],"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":[0.00022964,0.0000885348,0.00127361,0.8240005,0.001777231,0.0001615818,0.001658444,0.0001313997,0.0001367793,0.0006219896,0.004265955,0.1656543],"study_design_scores_gemma":[0.00004050642,0.0001517901,0.001751143,0.9804104,0.003337582,0.0001795574,0.001117313,0.00004108294,0.00007366647,0.0001950262,0.01268278,0.00001902981],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001663491,0.9949215,0.0002598816,0.0008927676,0.000297991,0.001095483,0.0001769127,0.000009492731,0.0006825488],"genre_scores_gemma":[0.008144609,0.9885044,0.0007311783,0.0004643392,0.0001647132,0.001687147,0.0001634062,0.000005477335,0.0001348157],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03059154,"threshold_uncertainty_score":0.1617855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3892086719512394,"score_gpt":0.5714609686416667,"score_spread":0.1822522966904274,"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."}}