{"id":"W6887678595","doi":"10.17605/osf.io/8csne","title":"Exploring Mental Health Services and Supports for Indigenous Boys and Men: A Scoping Review","year":2025,"lang":"en","type":"other","venue":"Open Science Framework","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Mental health; Grey literature; Psychological intervention; Relevance (law); Mental health service; Community engagement; Systematic review; Community-based participatory research","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003542889,0.0004401679,0.001039653,0.0004684822,0.001056878,0.001173368,0.001933476,0.0001516464,0.000342068],"category_scores_gemma":[0.0001514919,0.0004105665,0.00004389496,0.001366067,0.0004676974,0.001059152,0.001950686,0.0003194574,0.0000736818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002225802,"about_ca_system_score_gemma":0.002257951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001776859,"about_ca_topic_score_gemma":0.0007406375,"domain_scores_codex":[0.9963732,0.00008664899,0.000492107,0.001452182,0.0006575497,0.000938355],"domain_scores_gemma":[0.9978306,0.0001058183,0.0006747696,0.0009132223,0.00006684887,0.0004087347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001477619,0.0004297704,0.00379927,0.2984588,0.0003198034,0.00004553733,0.03662264,0.000001495554,0.0001323042,0.006431194,0.3538202,0.2997912],"study_design_scores_gemma":[0.0003736487,0.0001851456,0.0001911564,0.767701,0.00006122412,0.00002659331,0.001284852,0.00001228086,0.00003542026,0.0007189953,0.2286215,0.0007882249],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006279585,0.5891788,0.0006759362,0.004648003,0.002686616,0.06458459,0.00255547,0.0006743295,0.3343683],"genre_scores_gemma":[0.000621078,0.6026952,0.2368626,0.02092225,0.0008180782,0.00687721,0.000390332,0.002157568,0.1286556],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4692421,"threshold_uncertainty_score":0.9998635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07594576225189267,"score_gpt":0.4032732313158318,"score_spread":0.3273274690639391,"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."}}