{"id":"W3107325322","doi":"10.1186/s12909-020-02401-0","title":"Simulated patient and role play methodologies for communication skills and empathy training of undergraduate medical students","year":2020,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Empathy and Medical Education","field":"Medicine","cited_by":98,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Région Bretagne; Ligue Contre le Cancer","keywords":"Empathy; Context (archaeology); Nonverbal communication; Session (web analytics); Psychology; Communication skills training; Task (project management); Medical education; Perspective (graphical); Simulated patient; Applied psychology; Communication skills; Clinical psychology; Social psychology; Medicine; Developmental psychology; Computer science; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001366667,0.0001438415,0.0004022907,0.00006049125,0.00008342167,0.00001673224,0.000185452,0.0002714426,0.00009075296],"category_scores_gemma":[0.03150021,0.0001184245,0.0000559229,0.0001707221,0.0002888086,0.00007905545,0.0001089147,0.0002907464,0.000001816421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003334858,"about_ca_system_score_gemma":0.002118108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000411338,"about_ca_topic_score_gemma":0.0000146875,"domain_scores_codex":[0.9976665,0.0002936625,0.0005572402,0.0002945732,0.0009966646,0.0001913358],"domain_scores_gemma":[0.9966182,0.001901769,0.0002016243,0.0002049247,0.0001774743,0.0008960472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005940814,0.002839156,0.03134285,0.001824361,0.0001884209,0.000002669416,0.2610723,0.00001212112,0.0002847365,0.00204466,0.003570913,0.6962237],"study_design_scores_gemma":[0.02639221,0.007714189,0.3417685,0.009044712,0.001845342,0.0003591019,0.5094784,0.0396919,0.005622731,0.03311726,0.02334499,0.001620682],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9673076,0.001892417,0.004407258,0.02530887,0.0002245079,0.0007030622,0.000004486214,0.00004911699,0.0001026324],"genre_scores_gemma":[0.9753179,0.001112122,0.01732649,0.005809904,0.0001632452,0.00006845607,0.0001535048,0.00001736642,0.00003104224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.694603,"threshold_uncertainty_score":0.9766579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07127538994248474,"score_gpt":0.4177080395342349,"score_spread":0.3464326495917502,"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."}}