{"id":"W4410442692","doi":"10.3390/bs15050683","title":"Personality Traits and Empathy in Relation to Attitudes About Communication Between Medical Students and Patients","year":2025,"lang":"en","type":"article","venue":"Behavioral Sciences","topic":"Empathy and Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Empathy; Relation (database); Big Five personality traits; Psychology; Personality; Social psychology; Clinical psychology; Applied psychology; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.001018446,0.00006566168,0.000141323,0.0001157413,0.0001402412,0.00003978583,0.0001497483,0.00008500092,0.0000255127],"category_scores_gemma":[0.0002861947,0.00005290418,0.0000126958,0.0003413643,0.0002831221,0.0001295259,0.00009865784,0.000144486,0.000001691362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004835736,"about_ca_system_score_gemma":0.0001317754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005912562,"about_ca_topic_score_gemma":0.0003337948,"domain_scores_codex":[0.9987668,0.00007047282,0.0002040876,0.0002132379,0.0006156645,0.0001296823],"domain_scores_gemma":[0.9995976,0.00006829576,0.00003263762,0.0000643837,0.00004265668,0.0001944459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009981465,0.0002583419,0.9489795,0.00001562588,0.000001551139,4.764812e-7,0.00734491,4.999398e-8,0.00001030086,0.00006633584,0.00004973153,0.04326319],"study_design_scores_gemma":[0.000585124,0.0001811632,0.9966868,0.000329497,0.00002710944,6.502327e-7,0.001932788,0.000007137278,0.00001465391,0.00009239227,0.00009357273,0.00004913505],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960247,0.0002523184,0.00000730557,0.003111842,0.00004398033,0.0003019113,0.000002754253,0.00001245728,0.0002427889],"genre_scores_gemma":[0.9989989,0.00006169298,0.0003174822,0.0004996028,0.00001669603,0.00002095468,0.00001275891,0.00000177502,0.00007014882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04770727,"threshold_uncertainty_score":0.215737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07468834457649008,"score_gpt":0.4498669918079664,"score_spread":0.3751786472314763,"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."}}