{"id":"W4414993895","doi":"10.1111/medu.70064","title":"Shifting the narrative: From <i>Doctor as Hero</i> to <i>Doctor as Human</i>","year":2025,"lang":"en","type":"article","venue":"Medical Education","topic":"Empathy and Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Providence Health Care","funders":"","keywords":"Narrative; Vulnerability (computing); MEDLINE; Personal narrative; Narrative inquiry; Curriculum","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009304583,0.000507462,0.0003853361,0.001014951,0.01569049,0.01337737,0.001459046,0.006188956,0.004644715],"category_scores_gemma":[0.0151299,0.0003247023,0.0006005836,0.0005836327,0.04059497,0.01806404,0.01350235,0.0133201,0.001086475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007651708,"about_ca_system_score_gemma":0.007808405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007996039,"about_ca_topic_score_gemma":0.01082938,"domain_scores_codex":[0.9893633,0.007933283,0.0002130963,0.0004879353,0.0009751653,0.001027291],"domain_scores_gemma":[0.9923808,0.003524092,0.001083431,0.0003941643,0.0007780869,0.001839455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003237266,0.00003004514,0.0008372894,0.00008855468,0.0000102295,0.0003645176,0.2146624,0.00009262554,0.0002628371,0.7301447,0.04540075,0.008073652],"study_design_scores_gemma":[0.00003147066,0.00005809521,0.0009697904,0.0006822053,0.0000173513,0.001028774,0.2097399,0.0004358122,0.0007496705,0.252461,0.5337599,0.00006614441],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04083738,0.006775423,0.01608176,0.6521484,0.005491996,0.0000676058,0.00006145291,0.0001241828,0.2784118],"genre_scores_gemma":[0.806946,0.003452524,0.005205356,0.1389288,0.001159283,0.00009450938,0.00003777371,0.000135744,0.04404004],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01569049,"threshold_uncertainty_score":0.05551726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01018949501028871,"score_gpt":0.3791304040611472,"score_spread":0.3689409090508585,"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."}}