{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006200499,0.0001615729,0.0003091773,0.00004180149,0.0005399148,0.000192027,0.000668709,0.00003769223,0.0002959721],"category_scores_gemma":[0.000222314,0.0001488689,0.0000730152,0.0001081087,0.0001884509,0.0002517897,0.001407584,0.0001505564,0.00005309697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000112359,"about_ca_system_score_gemma":0.00004739374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00179797,"about_ca_topic_score_gemma":0.002238105,"domain_scores_codex":[0.9981607,0.00009891026,0.0005477949,0.0005134471,0.0003806455,0.0002985442],"domain_scores_gemma":[0.9986722,0.0004919978,0.0003137046,0.000281367,0.0002163872,0.00002426907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00684248,0.0002944004,0.9064877,0.00001331786,0.0008000229,0.00004773563,0.01557796,0.00007180213,0.00001822876,0.0007002266,0.06445714,0.004688956],"study_design_scores_gemma":[0.004647009,0.0002439602,0.91469,0.00002978971,0.000009707845,0.000004097028,0.006434452,0.0000308756,0.00002194875,0.004074508,0.06959986,0.0002138298],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9736622,0.0002407807,0.0000228307,0.001662795,0.004301309,0.003496805,0.005482209,0.00002872851,0.01110232],"genre_scores_gemma":[0.9884273,0.00001015907,0.0002257171,0.001003903,0.0004061128,0.007000628,0.0002815269,0.00001647986,0.002628103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01476515,"threshold_uncertainty_score":0.60707,"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."}}