{"id":"W4416263342","doi":"10.35680/2372-0247.2045","title":"Correlation Between Resident Physician and Patient Perceptions of Empathy in the Emergency Department","year":2025,"lang":"en","type":"article","venue":"Patient Experience Journal","topic":"Empathy and Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Custom Security Industries (Canada)","funders":"","keywords":"Empathy; Emergency department; Observational study; Perception; Positive correlation; Patient satisfaction","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":[0.0001646639,0.00008122482,0.0001507155,0.0001250993,0.0001375865,0.000009566377,0.00005203635,0.00004215914,0.00007491288],"category_scores_gemma":[0.000180928,0.00005447906,0.00005472214,0.0002682271,0.00007163025,0.000103589,0.00002146336,0.0002341207,0.000002051544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008027767,"about_ca_system_score_gemma":0.0001033508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002536878,"about_ca_topic_score_gemma":0.000006383586,"domain_scores_codex":[0.9988124,0.0001002549,0.0004749853,0.0001179433,0.0003510305,0.0001433455],"domain_scores_gemma":[0.9994741,0.00004978924,0.000161262,0.0001332805,0.00009637207,0.00008517798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00005658574,0.0004176673,0.3394617,0.00002562613,0.00001587934,0.000007767263,0.5972577,0.00002154433,0.0003344187,0.0001134903,0.001361321,0.06092628],"study_design_scores_gemma":[0.0003221578,0.0004762433,0.7092867,0.0002065103,0.00003699475,0.00001776175,0.2881023,0.00007692012,0.0004659536,0.0003665904,0.0005936389,0.00004825153],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965065,0.0005047615,0.0003992809,0.001030114,0.0004181683,0.0003061336,0.000002376703,0.000004132849,0.0008285642],"genre_scores_gemma":[0.9990442,0.0002739278,0.0001120345,0.00042237,0.00006635841,0.00004498205,0.000008418804,0.000003200469,0.00002445912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.369825,"threshold_uncertainty_score":0.2221591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01681606148947048,"score_gpt":0.329558864067321,"score_spread":0.3127428025778506,"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."}}