{"id":"W4411989599","doi":"10.1016/j.breast.2025.104528","title":"Does RSClin provide additional information over classic clinico-pathologic scores (PREDICT 2.1, INFLUENCE 2.0, CTS5)?","year":2025,"lang":"en","type":"article","venue":"The Breast","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Ontario Institute for Cancer Research; McMaster University; University of Ottawa","funders":"Daiichi Sankyo Europe; LEO Pharma; Eisai; Puma Biotechnology; Genomic Health; GlaxoSmithKline; Pfizer; Celgene; PharmaMar; Government of Ontario; AstraZeneca; Eli Lilly and Company; Bristol-Myers Squibb","keywords":"Medicine; Exemestane; Oncology; Internal medicine; Breast cancer; Tamoxifen; Cohort; Population; Gynecology; Cancer","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":[0.0001383936,0.0001702764,0.000132776,0.00004292529,0.0002004213,0.00003191749,0.0002470956,0.0001043334,0.0001406005],"category_scores_gemma":[0.0001143285,0.00008877573,0.00008822862,0.0001191129,0.0002677922,0.00002269248,0.0002029767,0.0001070745,0.00006022816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003388233,"about_ca_system_score_gemma":0.0001426357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005957817,"about_ca_topic_score_gemma":0.00007234006,"domain_scores_codex":[0.9991071,0.00006542888,0.000259158,0.0002161114,0.000143508,0.0002086433],"domain_scores_gemma":[0.9992927,0.0000758366,0.000124706,0.0003608795,0.0001132384,0.0000326722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003092002,0.000705843,0.5163174,0.0002809444,0.001299764,0.00002092106,0.0005878176,0.0008209318,0.01274144,0.00446153,0.3290268,0.1306446],"study_design_scores_gemma":[0.0008368538,0.00006205526,0.942402,0.00008659496,0.0000641853,0.0000452267,0.0001017665,0.00003582065,0.001296993,0.001256721,0.05365029,0.0001614834],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869121,0.0003141406,0.0003088134,0.003681757,0.0004982135,0.0005128874,0.00366328,0.00008146676,0.004027389],"genre_scores_gemma":[0.9959137,0.00009929774,0.0001072547,0.00204014,0.0002263036,0.0001822982,0.0008956508,0.00000712109,0.0005281685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4260846,"threshold_uncertainty_score":0.3620169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004593320587251226,"score_gpt":0.2460297415085997,"score_spread":0.2414364209213485,"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."}}