{"id":"W4285007047","doi":"10.1200/jco.22.00581","title":"Ki67 as a Companion Diagnostic: Good or Bad News?","year":2022,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Dermatology","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":[],"consensus_categories":[],"category_scores_codex":[0.02885169,0.00118684,0.003765959,0.002774123,0.001525831,0.005829818,0.003376635,0.0125528,0.00739414],"category_scores_gemma":[0.07212411,0.001036393,0.001504984,0.001237802,0.004700446,0.01232596,0.001718034,0.02060263,0.007320072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001457135,"about_ca_system_score_gemma":0.001662087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001982752,"about_ca_topic_score_gemma":0.003729562,"domain_scores_codex":[0.9924604,0.002847215,0.001061811,0.000743935,0.002366834,0.0005197378],"domain_scores_gemma":[0.9100794,0.05186471,0.002904237,0.003689507,0.02532589,0.006136176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001443959,0.0001722346,0.006677215,0.001713861,0.0003633884,0.001240238,0.0002351111,0.0002979725,0.001680633,0.008804007,0.6265445,0.3508269],"study_design_scores_gemma":[0.000654744,0.0009415661,0.007908471,0.007256605,0.001026049,0.007551236,0.001729483,0.002217906,0.0018763,0.05106543,0.9173883,0.000383915],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002873418,0.2999674,0.003475105,0.6212025,0.06386036,0.00005400065,0.0003226797,0.000334404,0.007910031],"genre_scores_gemma":[0.06300384,0.2249674,0.01462801,0.4629306,0.2250639,0.000151708,0.0007008455,0.0003008059,0.008252865],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02885169,"threshold_uncertainty_score":0.1525841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06451593407112884,"score_gpt":0.4243541639890754,"score_spread":0.3598382299179466,"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."}}