{"id":"W2900408729","doi":"10.3389/fpsyt.2018.00567","title":"Lifestyle Interventions and Prevention of Suicide","year":2018,"lang":"en","type":"review","venue":"Frontiers in Psychiatry","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Psychosocial; Psychological intervention; Medicine; Psychiatry; Population; Sedentary lifestyle; Suicide prevention; Mental health; Obesity; Poison control; Gerontology; Psychology; Environmental health","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"],"consensus_categories":[],"category_scores_codex":[0.0004581994,0.0003455927,0.001514498,0.0006174737,0.00006026294,0.00001338814,0.0002978132,0.0003857631,0.0002276661],"category_scores_gemma":[0.0000396621,0.0003148143,0.0007381582,0.0004253645,0.0001987967,0.00005809935,0.0001090459,0.0003569001,0.00006162834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004274751,"about_ca_system_score_gemma":0.00009642837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005394872,"about_ca_topic_score_gemma":0.0001490737,"domain_scores_codex":[0.9976334,0.0003510202,0.001062131,0.0005171207,0.0001238809,0.0003124277],"domain_scores_gemma":[0.9987592,0.00006070867,0.0005845458,0.0004989877,0.00003702904,0.00005955287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002653533,0.0003203721,0.02057872,0.01314234,0.00120456,0.000004213614,0.0004003402,2.009325e-8,4.889231e-9,0.001121162,0.3882066,0.5749952],"study_design_scores_gemma":[0.0008518625,0.0003901597,0.004220292,0.01446971,0.001958567,0.00003718645,0.001446943,6.219656e-7,4.180969e-8,0.008154523,0.9679111,0.000559049],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007890053,0.972398,0.0008380529,0.00003385654,0.02111402,0.0006416242,0.00004693344,0.00003441508,0.00481414],"genre_scores_gemma":[0.00001221609,0.9892834,0.007355002,0.00002707237,0.000418817,0.0001790223,0.00005304676,0.00005284321,0.002618626],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5797045,"threshold_uncertainty_score":0.9999304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06043605475780418,"score_gpt":0.3976070544262915,"score_spread":0.3371709996684873,"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."}}