{"id":"W4383894928","doi":"10.1097/acm.0000000000005322","title":"On the Importance of Professional Resistance","year":2023,"lang":"en","type":"letter","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Government (linguistics); Resistance (ecology); Work (physics); Library science; Political science; Medicine; Public relations; Public administration; 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":[],"consensus_categories":[],"category_scores_codex":[0.007330249,0.001158602,0.001177153,0.001089674,0.0047129,0.007476478,0.005130734,0.02249604,0.011123],"category_scores_gemma":[0.05473325,0.0008072516,0.0009259882,0.0008398824,0.005878273,0.006638291,0.00268623,0.03081949,0.005261321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002733714,"about_ca_system_score_gemma":0.006049044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001921152,"about_ca_topic_score_gemma":0.003946353,"domain_scores_codex":[0.9928672,0.002500758,0.0006569661,0.001147979,0.001978579,0.0008484254],"domain_scores_gemma":[0.9606264,0.02310255,0.001861328,0.001170356,0.009143083,0.004096354],"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":[0.00001698191,0.00001927006,0.0001609836,0.0001365585,0.000008560542,0.0005325117,0.0002082507,0.00002226762,0.00003540624,0.001023137,0.9891781,0.008658005],"study_design_scores_gemma":[0.0000332731,0.0000439723,0.0008317577,0.0007600185,0.00002658712,0.002155586,0.0008504975,0.0002632876,0.0002118755,0.002793977,0.9919826,0.00004649137],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004434809,0.00484944,0.0002225101,0.5773894,0.4147688,0.00001146535,0.0000283364,0.0000495218,0.002237068],"genre_scores_gemma":[0.0083679,0.00614722,0.0003083083,0.393544,0.5861025,0.00003018148,0.00002323328,0.00006467207,0.005411984],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02249604,"threshold_uncertainty_score":0.03876656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05150717446714483,"score_gpt":0.3917362557067379,"score_spread":0.3402290812395931,"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."}}