{"id":"W4415455189","doi":"10.1177/10497323251367917","title":"The Gendered Barriers to Men’s Mental Health Peer Support: A Photovoice Study","year":2025,"lang":"en","type":"article","venue":"Qualitative Health Research","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Government of Canada","keywords":"Photovoice; Mental health; Thematic analysis; Normative; Qualitative research; Peer support; Social support; Peer review","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005518839,0.000371077,0.0005489261,0.001218003,0.009080784,0.002919386,0.001096198,0.001032754,0.006235448],"category_scores_gemma":[0.008586054,0.0005280043,0.000339498,0.0008453094,0.004105979,0.002332144,0.004201741,0.00142025,0.0004110158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003011693,"about_ca_system_score_gemma":0.003622503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05744975,"about_ca_topic_score_gemma":0.1278741,"domain_scores_codex":[0.9968016,0.001752559,0.00008688139,0.0003134974,0.0004640146,0.0005813922],"domain_scores_gemma":[0.9957889,0.00224637,0.0004679145,0.0002763403,0.000548336,0.0006721359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001157983,0.0002794209,0.02556887,0.0001025899,0.00001153141,0.0009031829,0.9623607,0.00001974134,0.0007255987,0.0008372016,0.0007473242,0.008327949],"study_design_scores_gemma":[0.00001162875,0.0001911095,0.02599259,0.0001091538,0.000009790319,0.0004628849,0.9642587,0.00006749087,0.0002732098,0.0001983275,0.008397056,0.00002806647],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963151,0.0003474502,0.000259308,0.0004451374,0.00003479174,0.0001044266,0.0000759699,0.000003713062,0.002414172],"genre_scores_gemma":[0.9971114,0.0002586512,0.0002450879,0.0002623728,0.00002611789,0.0001021643,0.00004727003,0.000009616026,0.001937142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05744975,"threshold_uncertainty_score":0.1142308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7026107954531634,"score_gpt":0.6956431479207155,"score_spread":0.00696764753244794,"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."}}