{"id":"W4379163233","doi":"10.2196/preprints.48804","title":"Supporting Clinical Competencies in Men’s Mental Health Using the Men in Mind Practitioner Training Program: User Experience Study (Preprint)","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mental health; Intervention (counseling); Inclusion (mineral); Psychology; Scale (ratio); Medicine; Clinical psychology; Medical education; Psychotherapist; Psychiatry; Social psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007930585,0.0003310406,0.000424003,0.0006880114,0.001269102,0.001561724,0.000666399,0.0006913874,0.005813228],"category_scores_gemma":[0.01582466,0.000383355,0.0004708746,0.0004753089,0.0007308453,0.001215513,0.001842746,0.0008291791,0.0008701129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006913053,"about_ca_system_score_gemma":0.001598199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00146844,"about_ca_topic_score_gemma":0.004460862,"domain_scores_codex":[0.9975898,0.001600012,0.000111457,0.0001598559,0.0002559547,0.0002829639],"domain_scores_gemma":[0.9898628,0.006640454,0.0004973276,0.000523865,0.001075685,0.001399828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001908159,0.01897826,0.1232007,0.003477368,0.0001541851,0.001928832,0.5083002,0.0005797515,0.007773474,0.0009006751,0.01580895,0.3169894],"study_design_scores_gemma":[0.001101059,0.04518152,0.305981,0.002074241,0.0003245125,0.002931747,0.5148322,0.003444236,0.01088843,0.0006739819,0.1122401,0.0003269865],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967512,0.0001026025,0.0008092272,0.0002573793,0.00002602244,0.0004162527,0.0001347416,0.00004414392,0.001458523],"genre_scores_gemma":[0.9861794,0.0005002231,0.007354255,0.0007463737,0.00003801603,0.001287173,0.0002497525,0.00005820922,0.003586617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007930585,"threshold_uncertainty_score":0.04194146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3433824165820272,"score_gpt":0.5731494022178243,"score_spread":0.2297669856357971,"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."}}