{"id":"W4300864206","doi":"10.1136/bmjopen-2022-061092","title":"International patient preferences for physician attire: results from cross-sectional studies in four countries across three continents","year":2022,"lang":"en","type":"article","venue":"BMJ Open","topic":"Body Image and Dysmorphia Studies","field":"Psychology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Medicine; Cross-sectional study; Family medicine; Health services research; Public health; Nursing; Pathology","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":[0.00466813,0.0003814268,0.0005165226,0.001390992,0.0005380354,0.0009081691,0.0004056648,0.0006395116,0.001900994],"category_scores_gemma":[0.01053065,0.0003688606,0.001001624,0.002600425,0.0008254349,0.0008902509,0.001145495,0.0005118386,0.0003870221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000332287,"about_ca_system_score_gemma":0.0003102495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002915394,"about_ca_topic_score_gemma":0.003361072,"domain_scores_codex":[0.9969068,0.001623779,0.0005002033,0.0003378782,0.0004421973,0.000189061],"domain_scores_gemma":[0.9879733,0.004308075,0.005094645,0.0007304847,0.001309645,0.0005838444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009979978,0.00004643888,0.9959197,0.00006021198,0.0001164313,0.00003722935,0.001429437,0.00003363833,0.00005282393,0.0000145007,0.0001198191,0.002069993],"study_design_scores_gemma":[0.00001086608,0.0001607143,0.9970793,0.00003332294,0.00004351129,0.0001332689,0.002195767,0.00004164641,0.0000346222,0.000008463242,0.0002520692,0.000006550366],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982004,0.0005590978,0.0001500239,0.00004734323,0.000008798485,0.00003342519,0.0004038343,0.00000267212,0.0005943857],"genre_scores_gemma":[0.9990038,0.0002845305,0.000142389,0.00006694915,0.000006410703,0.00005062868,0.0003771428,0.00000278056,0.00006537321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00466813,"threshold_uncertainty_score":0.02468771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2664966631707806,"score_gpt":0.4966905664483515,"score_spread":0.2301939032775708,"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."}}