{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007171958,0.0001591717,0.0001264986,0.0004692727,0.0002974376,0.0005421235,0.00008568084,0.0003069499,0.001649854],"category_scores_gemma":[0.006585519,0.00009191699,0.0002553634,0.0002671276,0.0002685384,0.0001686745,0.000376883,0.0005631485,0.0001590984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001718253,"about_ca_system_score_gemma":0.0001895868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006520586,"about_ca_topic_score_gemma":0.0008797139,"domain_scores_codex":[0.9993951,0.0002836861,0.00005581526,0.00004546282,0.0001380568,0.00008185992],"domain_scores_gemma":[0.994226,0.002301644,0.002119479,0.0001593404,0.0002606826,0.0009328809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009561725,0.0001188395,0.9939182,0.00001140996,0.00004629308,0.0001313949,0.0005989487,0.00004932532,0.0004842903,0.00002990263,0.00006102364,0.004454776],"study_design_scores_gemma":[0.000002429416,0.0001259432,0.9989466,0.000004987235,0.0000078911,0.0002429977,0.0003969703,0.0001262366,0.00004483126,0.00002820335,0.00007005626,0.000002920854],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994643,0.00006542255,0.00005178144,0.00004596533,0.000004929185,0.00000307009,0.000008562425,9.763143e-7,0.0003550232],"genre_scores_gemma":[0.9997745,0.00003572616,0.00005156129,0.00001632023,0.000006061824,0.00000268396,0.00001042502,3.337324e-7,0.0001023671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001649854,"threshold_uncertainty_score":0.005519331,"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."}}