{"id":"W2075664235","doi":"10.1038/modpathol.2015.38","title":"An international study to increase concordance in Ki67 scoring","year":2015,"lang":"en","type":"article","venue":"Modern Pathology","topic":"Traditional Chinese Medicine Studies","field":"Medicine","cited_by":216,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; Juravinski Hospital; McMaster University; Ontario Institute for Cancer Research; University of British Columbia","funders":"National Institute for Health and Care Research; NIHR Biomedical Research Centre, Royal Marsden NHS Foundation Trust/Institute of Cancer Research; Government of Ontario; Breast Cancer Research Foundation; Pfizer; Ontario Institute for Cancer Research; Cure Brain Cancer Foundation; Eli Lilly and Company","keywords":"Concordance; Medicine; Pathology; Medical physics; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0004275121,0.0001238824,0.000296896,0.0002287448,0.00002173588,0.000005437045,0.0001352066,0.00002625254,0.00001500381],"category_scores_gemma":[0.0005273565,0.0001070345,0.00002006544,0.000135205,0.00005607738,0.00009741185,0.00007313112,0.0001774672,0.00004438048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001266493,"about_ca_system_score_gemma":0.00008034102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002097572,"about_ca_topic_score_gemma":0.0004503747,"domain_scores_codex":[0.9988729,0.00008898882,0.0002328802,0.0003430469,0.0002786013,0.0001836038],"domain_scores_gemma":[0.9992955,0.0000406197,0.00003280121,0.0002724929,0.000138954,0.0002196032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004543132,0.0009678474,0.9841705,0.000006272712,0.00002169042,0.002288938,0.007824671,0.0002826954,0.001628074,0.0001825454,0.0002052401,0.001967217],"study_design_scores_gemma":[0.003449428,0.001580778,0.990365,0.00003460002,0.00002015131,0.0003619393,0.001275323,0.001245855,0.00003744664,0.00131004,0.0002151707,0.0001042728],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924424,0.00007004488,0.001286485,0.001518708,0.0004713292,0.000401936,0.000009633386,0.00006159228,0.00373793],"genre_scores_gemma":[0.9968016,0.000002835017,0.001272885,0.00124209,0.0004306993,0.00007475094,0.00002323449,0.00001712388,0.0001347397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006549348,"threshold_uncertainty_score":0.4364739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06074518772564819,"score_gpt":0.3665788414255386,"score_spread":0.3058336536998905,"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."}}