{"id":"W2410161725","doi":"","title":"Otolaryngology in undergraduate medical education.","year":2009,"lang":"en","type":"article","venue":"PubMed","topic":"Ear Surgery and Otitis Media","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Otorhinolaryngology; Medicine; Curriculum; Medical education; Sleep medicine; Family medicine; Psychology; Surgery; Pedagogy; Sleep disorder","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000298752,0.00006303956,0.0001646215,0.0001266234,0.00001394566,0.000004554111,0.00005524631,0.00009927175,0.000104332],"category_scores_gemma":[0.0009131267,0.00005555944,0.00003761589,0.0001956422,0.00003704654,0.00004551794,0.000008372727,0.0001989329,0.00005225146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000386851,"about_ca_system_score_gemma":0.0002839563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001635563,"about_ca_topic_score_gemma":0.00004420422,"domain_scores_codex":[0.999186,0.00004234283,0.0001682525,0.000141426,0.0002014812,0.0002604495],"domain_scores_gemma":[0.9994828,0.00004952313,0.00002363873,0.0001396972,0.00002292971,0.0002813903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00003883524,0.0004166967,0.3883765,0.00001271479,0.000007581485,0.0001931501,0.00003464214,1.372217e-7,0.000005297919,0.005935039,0.01474699,0.5902324],"study_design_scores_gemma":[0.0004522542,0.00001854245,0.9794965,0.00002351349,0.000007462902,0.0001556115,0.000007229753,0.000007472812,0.00006049057,0.00310295,0.01661423,0.0000537573],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8356265,0.0008975778,0.00002566141,0.1093301,0.0009631488,0.0005213428,4.589665e-7,0.00006956223,0.05256563],"genre_scores_gemma":[0.9845799,0.0001338972,0.000100539,0.01223749,0.0002338784,0.0001818023,0.00001269923,0.000005532372,0.002514254],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5911199,"threshold_uncertainty_score":0.2265648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01269965418999207,"score_gpt":0.2542538701266575,"score_spread":0.2415542159366654,"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."}}