{"id":"W2971845490","doi":"10.1111/medu.13877","title":"Challenging the myth of the attrition of empathy in paediatrics residents","year":2019,"lang":"en","type":"article","venue":"Medical Education","topic":"Empathy and Medical Education","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Children's Hospital; Montreal Children's Hospital","funders":"","keywords":"Empathy; Attrition; Psychology; Medicine; Medical education; Family medicine; Pediatrics; Psychiatry; Dentistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0009050907,0.00006646286,0.000174112,0.00009709994,0.00002558847,0.000002172711,0.0001628581,0.0001280335,0.0002517466],"category_scores_gemma":[0.003261277,0.00003781471,0.00007092798,0.0004613253,0.0001016095,0.00004497375,0.000031121,0.0003095616,0.00001284172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006838881,"about_ca_system_score_gemma":0.001441022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002401885,"about_ca_topic_score_gemma":0.00001395526,"domain_scores_codex":[0.9985119,0.0001061501,0.0003848157,0.0001272907,0.0007435612,0.0001263001],"domain_scores_gemma":[0.9991448,0.0001803726,0.0001593884,0.0003167813,0.0001215395,0.00007710679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003328529,0.007610359,0.5687311,0.003532204,0.00007666201,0.000003226043,0.186697,0.00002334968,0.001436985,0.004845753,0.05231027,0.1744002],"study_design_scores_gemma":[0.001209138,0.0001426824,0.9625176,0.001442611,0.00006461528,0.00001817449,0.02933103,0.0003709468,0.001448082,0.0007954073,0.002583809,0.00007590309],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9583415,0.001051213,0.0000179963,0.03773281,0.001328855,0.000423427,8.38188e-7,0.000005981672,0.00109734],"genre_scores_gemma":[0.9952408,0.0003833522,0.00003830354,0.003701702,0.0002519683,0.00002430326,0.0000150785,0.000007279622,0.0003372196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3937865,"threshold_uncertainty_score":0.3904289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01225633982942279,"score_gpt":0.3052454389334578,"score_spread":0.292989099104035,"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."}}