{"id":"W4412166029","doi":"10.1038/s41523-025-00768-1","title":"Advancing equitable access to innovation in breast cancer","year":2025,"lang":"en","type":"article","venue":"npj Breast Cancer","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"Agence Nationale de la Recherche; European Commission; Equipex; Health Research Board","keywords":"Breast cancer; Business; Oncology; Medicine; Cancer; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.1169162,0.0005224319,0.001160966,0.003820181,0.003016829,0.01523825,0.002293144,0.005987576,0.01527925],"category_scores_gemma":[0.2279924,0.000397912,0.0009672942,0.002413593,0.01539171,0.01401007,0.02618058,0.004576846,0.00114107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00896003,"about_ca_system_score_gemma":0.03051825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001236168,"about_ca_topic_score_gemma":0.001652707,"domain_scores_codex":[0.8918175,0.08581345,0.002744277,0.002887138,0.01118411,0.005553634],"domain_scores_gemma":[0.7623374,0.1926469,0.01064131,0.01364019,0.01343116,0.007303001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006315239,0.00007890677,0.00236243,0.0006296281,0.00006331201,0.00009229527,0.001849561,0.0033658,0.0001038657,0.8872998,0.007625596,0.09646559],"study_design_scores_gemma":[0.00005505775,0.0001099259,0.001179578,0.001376953,0.0000259662,0.00009709289,0.001416677,0.001837295,0.0003446213,0.907659,0.08587616,0.00002172054],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03257761,0.04043318,0.1106338,0.5079932,0.00236422,0.0007178613,0.0002850987,0.0002308883,0.3047641],"genre_scores_gemma":[0.8995218,0.02238254,0.03701479,0.02562718,0.002778563,0.001059137,0.0001296135,0.0001553871,0.01133089],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1169162,"threshold_uncertainty_score":0.6183195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1915717923099819,"score_gpt":0.4659715962967385,"score_spread":0.2743998039867566,"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."}}