{"id":"W3044852373","doi":"10.1016/j.socscimed.2020.113173","title":"Help-seeking prior to male suicide: Bereaved men perspectives","year":2020,"lang":"en","type":"article","venue":"Social Science & Medicine","topic":"Gender Roles and Identity Studies","field":"Social Sciences","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria; University of British Columbia","funders":"Movember Foundation","keywords":"Mental health; Framing (construction); Suicide prevention; Mental illness; Psychology; Psychiatry; Context (archaeology); Peer support; Poison control; Medicine; Medical emergency","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001363964,0.0001283593,0.0002745101,0.00009801312,0.003164939,0.0001109936,0.0006419604,0.00004967539,0.0003135128],"category_scores_gemma":[0.001621078,0.000111916,0.00005797219,0.001795586,0.001252891,0.0003174994,0.0002373477,0.0001419236,0.00008713079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002670181,"about_ca_system_score_gemma":0.0003136615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004845231,"about_ca_topic_score_gemma":0.00153143,"domain_scores_codex":[0.9972494,0.00008519449,0.0002051377,0.0004839741,0.0013306,0.0006456487],"domain_scores_gemma":[0.9990339,0.00003360032,0.00007967522,0.00009601033,0.0003124358,0.0004444198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001221591,0.00002074478,0.01233859,0.000007268984,0.00001177104,0.000006287906,0.9307035,5.044425e-7,0.005394878,0.01317094,0.03142687,0.00690649],"study_design_scores_gemma":[0.0003336973,0.0001219685,0.03745444,0.00002488823,0.0000263885,5.386091e-7,0.9319253,0.00001167386,0.00006469081,0.0008984423,0.02894403,0.0001939215],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3237186,0.000508952,0.000288294,0.431813,0.0004487422,0.000533525,0.000003697279,0.000141121,0.2425441],"genre_scores_gemma":[0.9934874,0.00008946973,0.00004675055,0.002313039,0.002214382,0.0000113703,5.004931e-7,0.000007791312,0.00182928],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6697688,"threshold_uncertainty_score":0.9981328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05776699141518109,"score_gpt":0.363156942270092,"score_spread":0.3053899508549109,"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."}}