{"id":"W2169344399","doi":"10.1038/bjc.2012.338","title":"PREDICT Plus: development and validation of a prognostic model for early breast cancer that includes HER2","year":2012,"lang":"en","type":"article","venue":"British Journal of Cancer","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":201,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital du Sacré-Cœur de Montréal; McGill University; University of British Columbia; BC Cancer Agency","funders":"BC Cancer Agency; Cancer Research UK; Academy of Finland; National Institutes of Health; Kuopion Yliopistollinen Sairaala; Breast Cancer Campaign; Michael Smith Health Research BC; Susan G. Komen; Helsingin ja Uudenmaan Sairaanhoitopiiri; National Cancer Institute; Itä-Suomen Yliopisto; KWF Kankerbestrijding; National Institute for Health and Care Research","keywords":"Breast cancer; Medicine; Oncology; Internal medicine; Hazard ratio; Proportional hazards model; Stage (stratigraphy); Cancer; Adjuvant; Confidence interval","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":[0.0001466811,0.0001010741,0.0001952841,0.00002654073,0.0000705716,0.00001840951,0.00007251331,0.00005802859,0.000007494397],"category_scores_gemma":[0.00002075892,0.0001001079,0.00005693812,0.00003209129,0.00005787808,0.00002370896,0.00005023026,0.00004693821,7.26119e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007651692,"about_ca_system_score_gemma":0.0002654128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001926897,"about_ca_topic_score_gemma":0.0003292635,"domain_scores_codex":[0.9992914,0.000016761,0.0002350585,0.0001066812,0.0001659516,0.000184171],"domain_scores_gemma":[0.9993529,0.0000127774,0.00025253,0.00004921323,0.0002544507,0.0000781016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000895275,0.0002523903,0.8453965,0.000285277,0.001248971,0.00000395092,0.001833487,0.001145155,0.006283135,0.000007698491,0.001440473,0.1412077],"study_design_scores_gemma":[0.003004503,0.0001119879,0.9125614,0.0008197889,0.0003138355,0.0003469059,0.0001777499,0.0001349786,0.07956273,0.0000415958,0.002680137,0.0002443431],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9699644,0.02721466,0.002128813,0.0001274513,0.0001637746,0.000172645,0.0002055473,0.000002498844,0.00002023196],"genre_scores_gemma":[0.9944679,0.003310846,0.00162298,0.00004682455,0.0003555861,0.0001048341,0.000009796018,0.00001753478,0.00006375361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1409634,"threshold_uncertainty_score":0.4082281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0205935707063703,"score_gpt":0.2789817684969163,"score_spread":0.258388197790546,"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."}}