{"id":"W2988240055","doi":"10.1007/s40596-019-01133-8","title":"Implicit Stigma Recognition and Management for Health Professionals","year":2019,"lang":"en","type":"article","venue":"Academic Psychiatry","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Western University","funders":"Associated Medical Services; Academic Medical Organization of Southwestern Ontario; London Health Sciences Centre","keywords":"Stigma (botany); Health professionals; Psychology; MEDLINE; Medical education; Medicine; Psychiatry; Health care; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003417971,0.0001449764,0.000196275,0.00009309848,0.0001808858,0.000007257674,0.0001288524,0.000166489,0.0004946925],"category_scores_gemma":[0.000001594075,0.0001262559,0.00004171002,0.0000970294,0.00001567934,0.00009832963,0.00004214513,0.0002276439,0.0006177153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004405516,"about_ca_system_score_gemma":0.00002298748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003067068,"about_ca_topic_score_gemma":0.000005218305,"domain_scores_codex":[0.9986616,0.00006185903,0.0003533261,0.0004043624,0.0001126408,0.0004062359],"domain_scores_gemma":[0.9994199,0.00006304442,0.0001858513,0.0001859427,0.00001212704,0.000133113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006926255,0.0004379165,0.1536803,0.002119176,0.0002063917,9.284813e-7,0.001094874,1.250996e-7,0.00002791542,0.03900199,0.3780286,0.4247091],"study_design_scores_gemma":[0.01372269,0.001407807,0.7481508,0.001977322,0.0001255303,0.00005632241,0.005317679,0.00002715625,0.00003984168,0.1251258,0.1031593,0.0008897659],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9605892,0.005004537,0.00008432753,0.018549,0.004391799,0.003410487,0.000110472,0.00008271901,0.007777413],"genre_scores_gemma":[0.9169208,0.00168873,0.005164925,0.05372813,0.0009871556,0.001980552,0.0005231691,0.00008325933,0.01892324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5944705,"threshold_uncertainty_score":0.7939687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05355775316963982,"score_gpt":0.4272780571462806,"score_spread":0.3737203039766408,"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."}}