{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01176543,0.0009306711,0.001410652,0.002103604,0.0002926638,0.002064136,0.0007503798,0.0008217711,0.003636085],"category_scores_gemma":[0.02515836,0.0002447302,0.001592914,0.002058143,0.0005477559,0.001142058,0.0008962426,0.000565691,0.00129452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005265812,"about_ca_system_score_gemma":0.0008104193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00164545,"about_ca_topic_score_gemma":0.005239493,"domain_scores_codex":[0.9951449,0.002491659,0.0004075959,0.0006185229,0.001070786,0.0002664842],"domain_scores_gemma":[0.9763597,0.01211643,0.006061773,0.001829584,0.002482621,0.001149922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002900424,0.00008065351,0.9212749,0.000257855,0.0005949828,0.00004378758,0.0000548488,0.001012932,0.0003078742,0.0002489269,0.002259878,0.0709629],"study_design_scores_gemma":[0.000388011,0.003543864,0.9631569,0.0003274556,0.002051182,0.0007963773,0.0002292982,0.01602693,0.00163366,0.001621789,0.01010805,0.0001166347],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9692882,0.008456264,0.003654587,0.002299705,0.0003286786,0.0001137923,0.003948728,0.0002854874,0.01162449],"genre_scores_gemma":[0.9912949,0.0008645497,0.00329676,0.0004982302,0.000344365,0.00003510621,0.002917014,0.00003768987,0.0007113522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01176543,"threshold_uncertainty_score":0.0622223,"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."}}