{"id":"W3036666907","doi":"10.1111/medu.14271","title":"Seeing but not believing: Insights into the intractability of failure to fail","year":2020,"lang":"en","type":"article","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Northern British Columbia","funders":"Medical Council of Canada","keywords":"Documentation; Competence (human resources); Psychology; Context (archaeology); Humility; Grounded theory; Causation; Qualitative research; Medical education; Social psychology; Medicine; Epistemology; Computer science; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0007501784,0.000136933,0.0002635379,0.0001115229,0.0001324786,0.00001566411,0.0003002255,0.0001853913,0.001049498],"category_scores_gemma":[0.03335103,0.00009506688,0.00006055431,0.001103181,0.0002346141,0.00009877835,0.0000837579,0.0006054016,0.0001012605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000189873,"about_ca_system_score_gemma":0.00297762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001800907,"about_ca_topic_score_gemma":0.00003052843,"domain_scores_codex":[0.9976815,0.0001012051,0.0006234238,0.0003280726,0.001078722,0.0001870822],"domain_scores_gemma":[0.9984527,0.0001552711,0.0001448488,0.0004341012,0.000509584,0.0003034785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001982177,0.001007422,0.01131331,0.0009786458,0.00007496482,0.000003853386,0.1258117,0.000009152694,0.01184803,0.005023953,0.2409663,0.6027645],"study_design_scores_gemma":[0.0009585646,0.0005205932,0.04075035,0.0006147428,0.0001585946,0.00003922829,0.03396083,0.003037715,0.01428437,0.0006948131,0.9046413,0.0003388746],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6492157,0.00009368412,0.002312762,0.3470327,0.0005121545,0.0003975331,3.33979e-7,0.00003969154,0.000395455],"genre_scores_gemma":[0.9028928,0.00001679303,0.003582435,0.09224901,0.001013806,0.00009072999,0.00005159931,0.00001591179,0.00008691056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.663675,"threshold_uncertainty_score":0.9998637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01238378337958471,"score_gpt":0.320666174506604,"score_spread":0.3082823911270193,"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."}}