{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01248448,0.0004824453,0.0004914995,0.0009105062,0.001060497,0.001144333,0.0007909603,0.0007714042,0.001330574],"category_scores_gemma":[0.02061097,0.000604165,0.0006114527,0.0005116391,0.001101977,0.001061619,0.0009660057,0.0006226122,0.0003505824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001130989,"about_ca_system_score_gemma":0.001410123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003482018,"about_ca_topic_score_gemma":0.006683262,"domain_scores_codex":[0.991487,0.005043882,0.0006147283,0.0007062322,0.001531162,0.0006168953],"domain_scores_gemma":[0.9801747,0.01030749,0.004444831,0.001108175,0.002157676,0.001807223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007356252,0.01705915,0.9227596,0.0002441284,0.0002078392,0.0003615522,0.025762,0.0001744457,0.003270559,0.00008313095,0.000277044,0.02244433],"study_design_scores_gemma":[0.0006490124,0.08495115,0.8841469,0.00006808896,0.0001461562,0.0004093723,0.02525737,0.001103098,0.002447317,0.0001021729,0.000653687,0.00006567689],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997076,0.00001117168,0.00007082817,0.000009888291,0.000001980688,0.0001086052,0.00001354948,0.000001238504,0.00007510404],"genre_scores_gemma":[0.9986034,0.00003580597,0.0007037226,0.0000798507,0.000007833601,0.0003162521,0.00003690623,0.000001744081,0.0002144357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01248448,"threshold_uncertainty_score":0.06602502,"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."}}