{"id":"W4385665571","doi":"10.36834/cmej.76536","title":"From skillful to empathic: evaluating shifts in medical students' perceptions of surgeons through a combined patient as teacher and arts-based reflection program","year":2023,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Empathy and Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Women's College Hospital; University of Toronto","funders":"","keywords":"Humanism; Perception; Ranking (information retrieval); Medical education; Psychology; The arts; Perspective (graphical); Reflection (computer programming); Empathy; Medicine; Computer science; Social psychology; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.008670562,0.0004228296,0.0004255453,0.0007349699,0.0005716392,0.00126603,0.0004700726,0.0004296274,0.001845307],"category_scores_gemma":[0.01912503,0.0002168808,0.0005016907,0.0003438665,0.0007819169,0.0007573561,0.00164835,0.000876722,0.000329581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009864931,"about_ca_system_score_gemma":0.00259642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006865482,"about_ca_topic_score_gemma":0.002194136,"domain_scores_codex":[0.9940599,0.003659872,0.0002888778,0.0002971498,0.001296539,0.0003976531],"domain_scores_gemma":[0.9830666,0.00830215,0.004075181,0.0006993538,0.002179326,0.001677551],"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":[0.002563979,0.01561592,0.4179041,0.001226961,0.000227281,0.0002387962,0.0716443,0.001921618,0.02132087,0.0005870747,0.002180959,0.4645681],"study_design_scores_gemma":[0.0004225962,0.02314188,0.885039,0.0004076253,0.0002394464,0.0004205165,0.05293237,0.006059577,0.02483389,0.000741915,0.005552201,0.0002090944],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997569,0.00001838862,0.001187221,0.00008282567,0.00000631008,0.0001873557,0.00001487132,0.00001621562,0.0009178215],"genre_scores_gemma":[0.9925088,0.00007873809,0.006172479,0.00005950814,0.000007764001,0.0005722119,0.0000326013,0.000005568533,0.0005622831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008670562,"threshold_uncertainty_score":0.04585493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03844774956630102,"score_gpt":0.4500866573516937,"score_spread":0.4116389077853927,"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."}}