{"id":"W2011324931","doi":"10.3109/0142159x.2011.543199","title":"A framework to teach self-reflection for the remedial resident","year":2011,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; St. Michael's Hospital","funders":"","keywords":"Remedial education; Reflection (computer programming); Curriculum; Environmental remediation; Medical education; Psychology; Cornerstone; Remedial action; Constructive; Process (computing); Medicine; Mathematics education; Engineering ethics; Pedagogy; Computer science; Engineering; Ecology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002182082,0.0001345175,0.0001964566,0.0001220826,0.0001845138,0.00001214388,0.0002505623,0.0003434861,0.005668773],"category_scores_gemma":[0.01455897,0.00008543919,0.00008583799,0.000526501,0.0001181368,0.00003934732,0.00005160773,0.0008663281,0.0002015951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001993702,"about_ca_system_score_gemma":0.0003239554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006508952,"about_ca_topic_score_gemma":0.00001891633,"domain_scores_codex":[0.9979724,0.00007077106,0.0003901044,0.0002958086,0.0009371529,0.0003338034],"domain_scores_gemma":[0.9988835,0.0001190838,0.00006358117,0.0004779573,0.0002064798,0.0002494364],"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":[0.0005170911,0.001257672,0.02893139,0.00008813866,0.0002636459,0.00001599142,0.02318774,2.576053e-7,0.00009506507,0.01043907,0.8112963,0.1239076],"study_design_scores_gemma":[0.001982093,0.001069849,0.03579785,0.0004286917,0.0004323072,0.000115462,0.00309252,0.004632405,0.0005832326,0.007573368,0.9439278,0.0003644281],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5529984,0.0002205615,0.2531987,0.1562718,0.007579216,0.003728936,9.447029e-7,0.0007084515,0.02529288],"genre_scores_gemma":[0.8811451,0.00004261013,0.0741505,0.0234767,0.00868951,0.001420744,0.00002892429,0.00008662329,0.01095926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3281467,"threshold_uncertainty_score":0.9952402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06703017812539092,"score_gpt":0.3939892240083128,"score_spread":0.3269590458829219,"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."}}