{"id":"W4316363514","doi":"10.3389/fsoc.2022.1123319","title":"Editorial: Men, mental health, and suicide","year":2023,"lang":"en","type":"editorial","venue":"Frontiers in Sociology","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Human sexuality; Mental health; Gender studies; Front (military); Sociology; Political science; Criminology; Media studies; Psychology; Psychiatry; Engineering","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00117712,0.0005059316,0.001484323,0.0003650888,0.0002615132,0.00001711957,0.0004114348,0.002508252,0.00007392463],"category_scores_gemma":[0.0008599503,0.0005143907,0.0001546182,0.0001713715,0.001040369,0.00004650175,0.0002578773,0.001865015,0.0002021442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004432003,"about_ca_system_score_gemma":0.0003469754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001434743,"about_ca_topic_score_gemma":0.0001468887,"domain_scores_codex":[0.9959906,0.0007682607,0.000731991,0.001008048,0.0004078439,0.00109324],"domain_scores_gemma":[0.9974742,0.001481198,0.0003550369,0.0004123303,0.000089736,0.0001875181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002598611,0.00004454972,0.004315713,0.00005458264,0.0004864176,0.00002200615,0.0256237,1.032212e-7,5.355859e-7,0.00008361835,0.9685057,0.0006031913],"study_design_scores_gemma":[0.001693392,0.0003402524,0.0002427424,0.00001933085,0.00003105138,8.86387e-7,0.02332395,0.000001177917,1.185128e-7,0.003311209,0.9706448,0.0003910388],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0001609231,0.02400319,0.00002136966,0.001561719,0.9714159,0.0004512646,0.0003768996,0.0002005435,0.001808231],"genre_scores_gemma":[0.00001626046,0.009330749,0.0002338746,0.0002995319,0.9835622,0.0002471729,0.00110715,0.0001232174,0.005079871],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01467244,"threshold_uncertainty_score":0.9997308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0209653951350655,"score_gpt":0.3463751654750435,"score_spread":0.325409770339978,"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."}}