{"id":"W3184818849","doi":"10.1002/hpja.524","title":"Australian men's initial pathways into mental health services","year":2021,"lang":"en","type":"article","venue":"Health Promotion Journal of Australia","topic":"Gender Roles and Identity Studies","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Movember Foundation","keywords":"Mental health; Medicine; Help-seeking; Population health; Anxiety; Promotion (chess); Health care; Health promotion; Public health; Gerontology; Psychology; Psychiatry; Nursing","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":[],"consensus_categories":[],"category_scores_codex":[0.001938884,0.0001394205,0.0003866169,0.0001169959,0.001248966,0.0001538147,0.0002162318,0.00008410514,0.0003424947],"category_scores_gemma":[0.00002978464,0.0001371656,0.000147177,0.0003259419,0.00006548757,0.0005129525,0.00005115856,0.0003257022,0.00004808056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004803857,"about_ca_system_score_gemma":0.001304365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004669417,"about_ca_topic_score_gemma":0.007109117,"domain_scores_codex":[0.9968952,0.000765137,0.0008367893,0.0001899851,0.0007628447,0.0005500439],"domain_scores_gemma":[0.9981016,0.0000100305,0.000814827,0.0001123345,0.0004308097,0.0005304356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001112691,0.002363377,0.0273036,0.002809637,0.0004437148,0.0002313015,0.4842503,0.00003398649,0.0005716785,0.01907189,0.4426158,0.02019348],"study_design_scores_gemma":[0.003003917,0.003054097,0.08053041,0.001701107,0.00004934557,0.0002577594,0.4941887,0.000006987461,0.0007984172,0.01152636,0.4042946,0.0005882466],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.563193,0.0006595225,0.00008567314,0.4319545,0.003074666,0.0004620486,0.00003529515,0.00004267986,0.0004926901],"genre_scores_gemma":[0.9939722,0.001346736,0.001237091,0.0005753258,0.000799271,0.000002484812,0.00001583821,0.00001039571,0.002040699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4313792,"threshold_uncertainty_score":0.9606162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1193160725144256,"score_gpt":0.430184650778491,"score_spread":0.3108685782640653,"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."}}