{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.08094622,0.0003514799,0.0007205955,0.0006834163,0.01791348,0.00006035404,0.0008261589,0.0001361048,0.0009238911],"category_scores_gemma":[0.002540033,0.000257907,0.00009489949,0.002038034,0.0002874151,0.0001232303,0.0006839631,0.002433182,0.001418696],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005467259,"about_ca_system_score_gemma":0.01625528,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02012162,"about_ca_topic_score_gemma":0.01537067,"domain_scores_codex":[0.9470059,0.0417674,0.00254941,0.001045944,0.003561783,0.004069543],"domain_scores_gemma":[0.9866549,0.007222743,0.0004427657,0.001010224,0.001489793,0.003179566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007830824,0.0003075174,0.005160414,0.001221934,0.00005556591,0.000001472646,0.4740022,4.135844e-7,0.000003928624,0.005763152,0.5085649,0.004135385],"study_design_scores_gemma":[0.001697883,0.003271757,0.002435404,0.0003728544,0.00000176887,1.296229e-7,0.5948153,0.00002386258,0.000006123132,0.001045116,0.3962127,0.0001170925],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2721699,0.002526043,0.0003872743,0.5996461,0.004652088,0.05969842,0.001506673,0.0002885831,0.05912495],"genre_scores_gemma":[0.7118619,0.0008353149,0.000746973,0.1187418,0.0003355555,0.01387719,0.0006517358,0.0001102652,0.1528393],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4809043,"threshold_uncertainty_score":0.9999894,"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."}}