{"id":"W4408065579","doi":"10.5334/pme.1619","title":"Navigating Dilemmas Arising from Advocacy and Resistance in Medical Education and Medical Practice","year":2025,"lang":"en","type":"article","venue":"Perspectives on Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Calgary","funders":"","keywords":"Resistance (ecology); Medical education; Medicine; Medical practice; Engineering ethics; Biology; Engineering","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2457319,0.001189281,0.001779244,0.007331043,0.05344868,0.04603006,0.00863392,0.0310655,0.005183282],"category_scores_gemma":[0.1880883,0.001801628,0.001655545,0.00391339,0.184178,0.04087202,0.05277506,0.02911114,0.0007961175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02833032,"about_ca_system_score_gemma":0.05008185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002985165,"about_ca_topic_score_gemma":0.004133128,"domain_scores_codex":[0.5931602,0.3647059,0.007061283,0.007720464,0.01728798,0.01006415],"domain_scores_gemma":[0.5936416,0.3627996,0.0139369,0.007244718,0.009847301,0.0125298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002534785,0.00008110004,0.001097562,0.0004632806,0.00002785468,0.001320753,0.7191874,0.0002690769,0.0001297804,0.2522654,0.004309566,0.0208229],"study_design_scores_gemma":[0.00004552526,0.00008918999,0.0005654776,0.002299616,0.00002126016,0.001533537,0.6342186,0.0007607567,0.0002679017,0.2634895,0.09663258,0.00007600851],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1348604,0.02081171,0.06803543,0.6125577,0.003386425,0.0007743398,0.00002797734,0.0001965487,0.1593494],"genre_scores_gemma":[0.9445999,0.003065048,0.02486159,0.02165671,0.0006691457,0.0006883749,0.00001523705,0.00008059318,0.00436344],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2457319,"threshold_uncertainty_score":0.9301468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007838408838397027,"score_gpt":0.3985987835087841,"score_spread":0.390760374670387,"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."}}