{"id":"W2341214181","doi":"10.9778/cmajo.20140075","title":"Performance of residents using digital images versus glass slides on certification examination in anatomical pathology: a mixed methods pilot study","year":2016,"lang":"en","type":"article","venue":"CMAJ Open","topic":"Anatomy and Medical Technology","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Université de Montréal; Population Health Research Institute; St Joseph's Health Care; University of Calgary; McMaster University Medical Centre; Bell (Canada); University of British Columbia; Memorial University of Newfoundland; Dalhousie University; St. Michael's Hospital; Western University","funders":"","keywords":"Certification; Test (biology); Medicine; Digital pathology; Medical physics; Physical examination; Accreditation; Digital imaging; Medical education; Pathology; Digital image; Radiology; Computer science; Artificial intelligence; Image processing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0005396766,0.00008740008,0.0001838712,0.0001435917,0.00002266466,0.0000170914,0.0002853066,0.00006446106,0.00001226837],"category_scores_gemma":[0.000413265,0.0000672239,0.00001192336,0.0001705787,0.00007758198,0.0003084101,0.0001190472,0.000097805,0.00001147163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001124852,"about_ca_system_score_gemma":0.00001623104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004280883,"about_ca_topic_score_gemma":0.00002529547,"domain_scores_codex":[0.999254,0.00009773781,0.0002373256,0.0001721778,0.00009507678,0.0001436741],"domain_scores_gemma":[0.9994818,0.0002046674,0.00004541251,0.0002117666,0.00002591935,0.00003044439],"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":[0.0004661164,0.0004187761,0.05201061,0.00003869215,0.00004297647,0.00002141457,0.0002656559,0.00007883586,0.05407352,0.0004672797,0.00005673839,0.8920594],"study_design_scores_gemma":[0.002744864,0.001316861,0.8962467,0.0001389425,0.00001816917,0.000004044442,0.0004403848,0.005486262,0.09307827,0.0002222104,0.0001214787,0.0001818058],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963764,0.00003072274,0.002137976,0.00004092812,0.0001884858,0.0003174724,0.000004146304,0.00005513239,0.0008487593],"genre_scores_gemma":[0.9982674,0.00003473807,0.001603385,0.000003107401,0.00001102448,0.00003177523,0.00000241432,0.00001274132,0.00003342464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8918776,"threshold_uncertainty_score":0.2741311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06964510527817647,"score_gpt":0.3569138984247072,"score_spread":0.2872687931465307,"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."}}