{"id":"W4214683603","doi":"10.1111/jep.13664","title":"Adding a dose of empathy to healthcare: What can healthcare systems do?","year":2022,"lang":"en","type":"article","venue":"Journal of Evaluation in Clinical Practice","topic":"Empathy and Medical Education","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Children's Hospital; McGill University; McGill University Health Centre","funders":"","keywords":"Empathy; Health care; Burnout; Medical education; Interpersonal communication; Psychology; Healthcare system; Nursing; Medicine; Social psychology; Political science; Clinical psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.0363385,0.000105947,0.0006119275,0.0003426039,0.00009932138,0.00003364957,0.0001378748,0.0001204099,0.0001861736],"category_scores_gemma":[0.06073948,0.00009466949,0.0001695542,0.0007202682,0.00003886002,0.0005216915,0.00006173178,0.001586521,0.000005581468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007819642,"about_ca_system_score_gemma":0.003674935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004267944,"about_ca_topic_score_gemma":0.00003695363,"domain_scores_codex":[0.9907665,0.003663751,0.00275676,0.0002324221,0.002361772,0.0002188017],"domain_scores_gemma":[0.9892972,0.004957658,0.002367644,0.0003242844,0.002465317,0.0005878682],"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":[0.01976949,0.01170322,0.02704209,0.001923796,0.0005913126,0.0006430733,0.2338259,0.008190777,0.0001816559,0.002802335,0.03522555,0.6581008],"study_design_scores_gemma":[0.01301642,0.0186011,0.09694544,0.004388421,0.001169501,0.002911109,0.767742,0.003370716,0.00002672292,0.001138813,0.09032923,0.0003605645],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7752656,0.008406222,0.00004974467,0.2088228,0.006140715,0.00108755,0.000007980615,0.000006499978,0.0002128906],"genre_scores_gemma":[0.9831534,0.001312339,0.001498248,0.01298238,0.0009247634,0.00006053485,0.000011714,0.00001531689,0.00004129802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6577402,"threshold_uncertainty_score":0.9922923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2026310536786342,"score_gpt":0.5543116678011664,"score_spread":0.3516806141225322,"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."}}