{"id":"W4231770067","doi":"10.24908/iqurcp.8889","title":"Mental Health Stigma in Medical Educators: The Images Study","year":2018,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stigma (botany); Psychiatry; Mental health; Mental illness; Context (archaeology); Psychology; Social stigma; Population; Medicine; Family medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002549994,0.0002981199,0.0005328788,0.001161525,0.003804859,0.003747453,0.0006998946,0.001110439,0.003606544],"category_scores_gemma":[0.01258129,0.0005333135,0.0004597632,0.0008683016,0.002072194,0.003155284,0.003369121,0.004071607,0.0004757736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00229113,"about_ca_system_score_gemma":0.002438411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02166597,"about_ca_topic_score_gemma":0.03102544,"domain_scores_codex":[0.9986553,0.0004935363,0.00006965336,0.00007703141,0.000379583,0.0003249735],"domain_scores_gemma":[0.9948369,0.001362709,0.001741688,0.000361333,0.0005291422,0.001168225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003532319,0.004396567,0.7141157,0.0001812412,0.00005491373,0.0008021184,0.237921,0.00002620898,0.0004512099,0.002694083,0.007230351,0.03177343],"study_design_scores_gemma":[0.00011173,0.0005194664,0.5952546,0.0002307425,0.00005498739,0.0008534954,0.3873369,0.0001612627,0.0002556335,0.0005386433,0.01463997,0.00004245848],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957516,0.0001403941,0.00002164107,0.001061699,0.00003044143,0.00005030189,0.00004647335,0.000001340711,0.002896096],"genre_scores_gemma":[0.9973896,0.0002741998,0.00005462888,0.0004991632,0.00004317216,0.0000605473,0.00005580524,0.000003996053,0.001618897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02166597,"threshold_uncertainty_score":0.04307967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1536736230268365,"score_gpt":0.5069840491697104,"score_spread":0.3533104261428739,"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."}}