{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001572157,0.0001249842,0.0006331677,0.00005239419,0.0001080786,0.00001483169,0.0003994983,0.0002059239,0.000571373],"category_scores_gemma":[0.008063215,0.0001011368,0.0003820278,0.00009385032,0.0001060111,0.000004009016,0.0003734012,0.0006030094,0.00002073801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008002892,"about_ca_system_score_gemma":0.002055594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005175077,"about_ca_topic_score_gemma":0.00016258,"domain_scores_codex":[0.9975025,0.000418478,0.001382959,0.0002212944,0.000249991,0.0002247524],"domain_scores_gemma":[0.9961646,0.001992421,0.001131488,0.0002378239,0.0001942637,0.0002793728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01287071,0.006338269,0.1121003,0.00002687601,0.001012531,0.002229525,0.0001770301,0.003596978,0.009380506,0.002537789,0.4553472,0.3943823],"study_design_scores_gemma":[0.003462628,0.01861791,0.01662225,0.000007009077,0.00009908066,0.0006144693,0.0001933384,0.00002660794,0.0004395572,0.0005405935,0.9592344,0.0001421832],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831809,0.001422314,0.0004204302,0.005270467,0.003929671,0.0001584923,0.00003356101,0.000004062588,0.005580059],"genre_scores_gemma":[0.983597,0.003284041,0.001331615,0.008315424,0.002598054,0.00001205441,0.00002035429,0.0000226379,0.0008187826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5038872,"threshold_uncertainty_score":0.9653003,"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."}}