{"id":"W1988861785","doi":"10.1046/j.1365-2923.2003.01471.x","title":"Students' attitudes and potential behaviour with regard to whistle blowing as they pass through a modern medical curriculum","year":2003,"lang":"en","type":"article","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":83,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cancer Care Ontario","funders":"University of Glasgow","keywords":"Vignette; Curriculum; Medical education; Psychology; Cohort; Health care; Quality (philosophy); Medicine; Pedagogy; Social psychology; Political science; Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001188504,0.0002403661,0.0003429593,0.0001719467,0.0002086825,0.00006643227,0.0002645176,0.0003255212,0.001595936],"category_scores_gemma":[0.006876784,0.0001853725,0.00005005442,0.000493142,0.0002019808,0.0001746098,0.00007272168,0.0006771516,0.0000874895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002446825,"about_ca_system_score_gemma":0.003149011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005129206,"about_ca_topic_score_gemma":0.00008714516,"domain_scores_codex":[0.9954647,0.0001299476,0.0005091468,0.0005481518,0.002946781,0.0004012663],"domain_scores_gemma":[0.9985309,0.00004248368,0.0001030224,0.0004364622,0.0004325059,0.0004545808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001858914,0.01212977,0.691062,0.0004983825,0.0002902452,0.0001880684,0.01023624,0.000006806096,0.0001695727,0.01021956,0.1100737,0.1649398],"study_design_scores_gemma":[0.01824484,0.00473999,0.633665,0.01222744,0.002037263,0.01017186,0.02184427,0.001929534,0.0009744528,0.0077286,0.2832062,0.003230475],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9603629,0.0002116159,0.00567678,0.02915179,0.001305478,0.0006704313,8.31727e-7,0.00008951771,0.002530636],"genre_scores_gemma":[0.9692007,0.00007148908,0.007853161,0.0206764,0.0005679002,0.000245887,0.00007318957,0.00004261692,0.001268689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1731326,"threshold_uncertainty_score":0.9993168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008081757277227394,"score_gpt":0.3533828991172108,"score_spread":0.3453011418399834,"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."}}