{"id":"W2144535237","doi":"10.1093/jnci/djt306","title":"An International Ki67 Reproducibility Study","year":2013,"lang":"en","type":"article","venue":"JNCI Journal of the National Cancer Institute","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":598,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Institute for Cancer Research; University of Alberta; University of British Columbia","funders":"National Institute for Health and Care Research; Cancer Research UK","keywords":"Reproducibility; Concordance; Medicine; Breast cancer; Oncology; Consistency (knowledge bases); Medical physics; Cancer; Pathology; Internal medicine; Statistics; Computer science; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.05453297,0.0008946037,0.0007040472,0.004261839,0.001221001,0.002213917,0.001700252,0.0009972769,0.004155881],"category_scores_gemma":[0.06590539,0.0004892838,0.001399876,0.00371467,0.001376143,0.001084472,0.003340339,0.001088935,0.002003628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001503673,"about_ca_system_score_gemma":0.001571319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002141194,"about_ca_topic_score_gemma":0.001931412,"domain_scores_codex":[0.9605651,0.01656323,0.004460371,0.006709374,0.01058058,0.001121406],"domain_scores_gemma":[0.8686507,0.03940681,0.01491108,0.02639933,0.04807647,0.002555687],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001478957,0.0002975082,0.8384803,0.0007361388,0.001626877,0.0003524556,0.003894982,0.001058078,0.004817837,0.003132453,0.006046397,0.1380781],"study_design_scores_gemma":[0.0003083516,0.002264694,0.917245,0.0005642214,0.002135337,0.003828524,0.00255465,0.003758246,0.01176371,0.00279283,0.05263295,0.0001515671],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.796707,0.01625999,0.07999946,0.001674736,0.001149544,0.001974645,0.003908735,0.0008582454,0.09746771],"genre_scores_gemma":[0.9822825,0.0006601027,0.01089971,0.0003420263,0.000271056,0.0007717659,0.00196457,0.0002497692,0.002558487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.945467,"threshold_uncertainty_score":0.2884014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03862535258212422,"score_gpt":0.359667195747888,"score_spread":0.3210418431657637,"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."}}