{"id":"W4402642206","doi":"10.3390/curroncol31090411","title":"The Landscape of Breast Cancer Molecular and Histologic Subtypes in Canada","year":2024,"lang":"en","type":"article","venue":"Current Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Government of Canada; Statistics Canada; University of Ottawa","funders":"Women and Gender Equality Canada","keywords":"Stage (stratigraphy); Medicine; Breast cancer; Internal medicine; Cancer; Oncology; Gynecology; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.0007951144,0.0002726153,0.0003649369,0.002359789,0.003172686,0.001392745,0.001189996,0.0004350548,0.002677758],"category_scores_gemma":[0.003052301,0.0002694172,0.0005141419,0.005859938,0.0009038235,0.0004377809,0.00104964,0.0006127706,0.0002088076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06239141,"about_ca_system_score_gemma":0.07435878,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9981033,"about_ca_topic_score_gemma":0.9988375,"domain_scores_codex":[0.9984375,0.00009416627,0.0000641228,0.0001942454,0.0005326067,0.000677389],"domain_scores_gemma":[0.9965627,0.0001300573,0.000498382,0.00007065553,0.001963179,0.0007751003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001441505,0.00002570901,0.9543608,0.0001746371,0.00009357945,0.0002456,0.001387315,0.0006307433,0.0005651998,0.001798191,0.01051691,0.03005714],"study_design_scores_gemma":[0.00001111183,0.00002105987,0.9864058,0.0001257325,0.00003687032,0.0002376529,0.001899415,0.0005604053,0.00008288714,0.000222574,0.01037185,0.0000247352],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9288684,0.01250663,0.0005856637,0.01307313,0.0001122219,0.0001131886,0.02655207,0.00008535349,0.01810333],"genre_scores_gemma":[0.9876477,0.004210672,0.000479696,0.00102192,0.00002192482,0.00002691702,0.004648383,0.0000180284,0.001924898],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06239141,"threshold_uncertainty_score":0.4526835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0179261952791014,"score_gpt":0.3096515079445512,"score_spread":0.2917253126654498,"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."}}