{"id":"W4411769218","doi":"10.20944/preprints202506.2301.v1","title":"Premium Doctors TM’ Exploration of Facial Aesthetics in Multicultural Populations in Canada and the United States","year":2025,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Empathy and Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multiculturalism; Aesthetics; Face (sociological concept); Psychology; Art; Sociology; Social science; Pedagogy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006976609,0.000369448,0.00137925,0.008261188,0.002337453,0.002791143,0.001133811,0.0009585036,0.005107678],"category_scores_gemma":[0.02424623,0.0002498949,0.001489838,0.01227294,0.001802629,0.001261671,0.001628604,0.0009145231,0.0002000699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01960792,"about_ca_system_score_gemma":0.09743478,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6640875,"about_ca_topic_score_gemma":0.8546308,"domain_scores_codex":[0.9954042,0.001053271,0.0009350157,0.0003378831,0.001981729,0.0002877982],"domain_scores_gemma":[0.9795461,0.01180461,0.00204607,0.0002332654,0.00564188,0.0007280541],"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":[0.000364855,0.00008430433,0.02915762,0.3545041,0.001730657,0.0009791545,0.01585499,0.0002434314,0.0005548296,0.004652323,0.02927693,0.5625969],"study_design_scores_gemma":[0.0001471975,0.000179966,0.1168247,0.6061428,0.004685561,0.002115886,0.03157466,0.000161318,0.0005891109,0.001483629,0.2359418,0.0001533064],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01701529,0.9635231,0.000191895,0.004495325,0.000413449,0.000273222,0.001553422,0.000009359715,0.01252479],"genre_scores_gemma":[0.1562714,0.8354855,0.001464218,0.004713363,0.0001574975,0.0002851174,0.0007442333,0.00001056741,0.0008680348],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3359125,"threshold_uncertainty_score":0.6757814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1489485303786961,"score_gpt":0.3795515150123409,"score_spread":0.2306029846336447,"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."}}