{"id":"W4225003145","doi":"10.36834/cmej.74041","title":"Barriers or costs? Understanding faculty resistance to curricular change","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Resistance (ecology); Computer science; Data science; Medical education; Medicine; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001592616,0.0001486595,0.0002151535,0.000853736,0.001248754,0.00006435582,0.0003349071,0.0001184363,0.0956863],"category_scores_gemma":[0.02414479,0.0001340699,0.00006681911,0.001738991,0.0001014211,0.0001354457,0.00003625239,0.00137433,0.00006109228],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01282731,"about_ca_system_score_gemma":0.06408912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002344883,"about_ca_topic_score_gemma":0.007883588,"domain_scores_codex":[0.9970049,0.000138367,0.0004733019,0.0002646984,0.001595036,0.0005237282],"domain_scores_gemma":[0.9908466,0.00003055454,0.0001306415,0.0002636983,0.000389765,0.008338722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000053168,0.00007665847,0.002232904,0.00002473286,0.00003043288,0.0001611017,0.001941365,0.000001173458,0.000003189982,0.007166372,0.9633221,0.02498678],"study_design_scores_gemma":[0.0005243465,0.0001224846,0.001757247,0.0002340108,0.0000352401,0.001564234,0.03334373,0.00008673815,0.000002968536,0.0002967298,0.9618624,0.0001698794],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08887587,0.0005916331,0.001733056,0.8781697,0.01266952,0.001399159,0.00005776531,0.00007436035,0.01642896],"genre_scores_gemma":[0.6318994,0.00004259218,0.00328317,0.3551183,0.002978038,0.0004407847,0.0001838716,0.00005126818,0.006002644],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5430235,"threshold_uncertainty_score":0.9909623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05563674603070705,"score_gpt":0.3638731190786458,"score_spread":0.3082363730479388,"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."}}