{"id":"W6907928571","doi":"10.25384/sage.c.6822913.v1","title":"Exploring Skin Tone Diversity in a Plastic Surgery Resident Education Curriculum","year":2023,"lang":"en","type":"other","venue":"Sage Journals Data","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Toronto","funders":"","keywords":"Curriculum; Diversity (politics); Plastic surgery; Patient education; Skin type; Equity (law)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004350774,0.0002038551,0.0001428531,0.0009902711,0.00147891,0.001290116,0.0005862676,0.0003577533,0.002552947],"category_scores_gemma":[0.008522674,0.0002380789,0.00020594,0.0008079004,0.0006532578,0.0008878101,0.001639006,0.000720553,0.00017173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003648349,"about_ca_system_score_gemma":0.006554067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0144158,"about_ca_topic_score_gemma":0.03866301,"domain_scores_codex":[0.998351,0.00062305,0.00008530491,0.0001334846,0.0004471704,0.0003600823],"domain_scores_gemma":[0.9945489,0.001718087,0.001259215,0.0001186815,0.00105961,0.001295599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003472916,0.003575851,0.7435209,0.000762554,0.00003402376,0.0005795642,0.07170589,0.0005506752,0.005120696,0.0005867008,0.004791399,0.1684244],"study_design_scores_gemma":[0.00003521782,0.001913866,0.9007942,0.0003340725,0.00002958657,0.0002319266,0.08334182,0.0006761628,0.002289232,0.000215072,0.0101093,0.00002962638],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981279,0.00004867326,0.0001541646,0.0003038515,0.000009246842,0.00008853984,0.00002918813,0.000004352601,0.001234092],"genre_scores_gemma":[0.9982334,0.0001058279,0.0009267619,0.0001345242,0.0000116522,0.0001013417,0.00003953874,0.000001689682,0.0004451355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0144158,"threshold_uncertainty_score":0.02866375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2325279304547927,"score_gpt":0.3610618753451865,"score_spread":0.1285339448903938,"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."}}