{"id":"W4386224205","doi":"10.3390/curroncol30090571","title":"Capturing the True Cost of Breast Cancer Treatment: Molecular Subtype and Stage-Specific per-Case Activity-Based Costing","year":2023,"lang":"en","type":"article","venue":"Current Oncology","topic":"Economic and Financial Impacts of Cancer","field":"Economics, Econometrics and Finance","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Stage (stratigraphy); Breast cancer; Activity-based costing; Population; Cost driver; Total cost; Cancer; Gynecology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0003108516,0.0001725542,0.0004596129,0.0001690897,0.0001451179,0.00003350259,0.0001214442,0.00009779762,0.0001668651],"category_scores_gemma":[0.00004062892,0.0001571031,0.00009886947,0.0001942652,0.0001792091,0.0001171292,0.00004991507,0.0001644494,0.00006845919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004127811,"about_ca_system_score_gemma":0.0001254909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007935154,"about_ca_topic_score_gemma":0.0003055638,"domain_scores_codex":[0.9988954,0.00003096403,0.0003673745,0.0003442847,0.00002232615,0.0003396377],"domain_scores_gemma":[0.999029,0.0001711338,0.0004186621,0.000250881,0.00003989019,0.00009046863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004473986,0.0007707241,0.2638941,0.0002450681,0.0002283882,0.0002777977,0.002628545,0.003240803,0.0006672642,0.05479658,0.001269516,0.6715338],"study_design_scores_gemma":[0.006062095,0.0005235955,0.2387815,0.0000917397,0.00006444471,0.0001544141,0.0005530227,0.01580801,0.001069983,0.002011072,0.7341096,0.0007704434],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987686,0.006264683,0.000560261,0.001395826,0.0009371779,0.0003569227,0.00094672,0.00003380795,0.001818563],"genre_scores_gemma":[0.9968474,0.002657385,0.00002535707,0.00006126216,0.0001595301,0.0001033016,0.00001279082,0.00002495051,0.0001080492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7328401,"threshold_uncertainty_score":0.6406479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1456359123661886,"score_gpt":0.3466290343199992,"score_spread":0.2009931219538106,"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."}}