{"id":"W4400414360","doi":"10.36834/cmej.79395","title":"Standards and accountabilities for professional resistance","year":2024,"lang":"en","type":"editorial","venue":"Canadian Medical Education Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Joseph's Health Centre; University of Calgary","funders":"","keywords":"Resistance (ecology); Computer science; Biology; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02520876,0.002046036,0.002484912,0.00288482,0.005697305,0.01700023,0.004230109,0.03567725,0.006045152],"category_scores_gemma":[0.1402458,0.001237142,0.001654513,0.001576462,0.01618762,0.01215732,0.003541977,0.04500959,0.003098505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01540118,"about_ca_system_score_gemma":0.0228852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02816821,"about_ca_topic_score_gemma":0.0646923,"domain_scores_codex":[0.9626856,0.009766927,0.003403774,0.002437344,0.01971883,0.001987452],"domain_scores_gemma":[0.8506806,0.08861412,0.005303756,0.003371748,0.04572684,0.006302824],"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":[0.000007307368,0.000002865791,0.00001831088,0.00007555203,0.000006577337,0.00003048043,0.0000775582,0.00001165098,0.000009580579,0.004708393,0.9912744,0.003777341],"study_design_scores_gemma":[0.00003868766,0.00001066949,0.0003637266,0.0008118722,0.00002880404,0.0001012618,0.0003063251,0.0001260804,0.00006448463,0.0131643,0.9849364,0.00004731106],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.00006865679,0.0282486,0.0001996591,0.5410351,0.4256012,0.00001034832,0.00003735906,0.00004497845,0.004754143],"genre_scores_gemma":[0.00633059,0.0234403,0.0004364915,0.2389666,0.7080442,0.00005492488,0.00005919587,0.00009099637,0.02257656],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.03567725,"threshold_uncertainty_score":0.1333182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006870371114797756,"score_gpt":0.3692094231998103,"score_spread":0.3623390520850125,"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."}}