{"id":"W3207913900","doi":"10.1111/medu.14681","title":"The shift from disbelieving underperformance to recognising failure: A tipping point model","year":2021,"lang":"en","type":"article","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Northern British Columbia","funders":"Medical Council of Canada","keywords":"Anger; Certainty; Psychology; Harm; Duty; Grounded theory; Face (sociological concept); Warrant; Social psychology; Qualitative research; Political science; Sociology; Law; Epistemology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.01356399,0.001247786,0.0006484425,0.005749088,0.008536255,0.01151295,0.004664058,0.006025263,0.005507738],"category_scores_gemma":[0.02783716,0.001030896,0.001064292,0.002761534,0.05104369,0.01111156,0.01077918,0.008428864,0.001492835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01590775,"about_ca_system_score_gemma":0.01929958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03064656,"about_ca_topic_score_gemma":0.02194927,"domain_scores_codex":[0.9834263,0.008763597,0.0005351399,0.002091043,0.003604909,0.00157894],"domain_scores_gemma":[0.9841726,0.006799269,0.001620026,0.001236382,0.003729151,0.002442684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001705518,0.0003195693,0.0254896,0.0007926872,0.00006359065,0.002787359,0.7490441,0.001201604,0.001990784,0.1649354,0.003901507,0.04930332],"study_design_scores_gemma":[0.00007252779,0.0004351331,0.0404914,0.001801722,0.00006822484,0.002234973,0.6652645,0.009028499,0.00150477,0.2441903,0.03464628,0.0002616368],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6073411,0.003512514,0.1480631,0.07742163,0.0009307576,0.001345378,0.0002769019,0.0005923208,0.1605162],"genre_scores_gemma":[0.976979,0.0006256478,0.01693805,0.0015104,0.00004029519,0.0002474673,0.00007167087,0.00009625735,0.003491288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03064656,"threshold_uncertainty_score":0.1154193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01349053123327427,"score_gpt":0.3283325146394028,"score_spread":0.3148419834061286,"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."}}