{"id":"W4415954564","doi":"10.3390/curroncol32110619","title":"Adoption of Hypofractionated and Ultrahypofractionated Adjuvant Radiation Therapy for Breast Cancer Across Main and Community Centers Within a Single Healthcare System","year":2025,"lang":"en","type":"article","venue":"Current Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Breast cancer; Adjuvant radiotherapy; Adjuvant; Standardization; Radiation therapy; Health care; Healthcare system; Adjuvant therapy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009685258,0.0001155434,0.0001771916,0.0009023817,0.0004461558,0.0006286393,0.0007072648,0.0002860872,0.001299444],"category_scores_gemma":[0.004210335,0.0001645117,0.0002679231,0.001230397,0.0004510414,0.0004985782,0.001037518,0.0003296923,0.0001141955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00169184,"about_ca_system_score_gemma":0.002262962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01830054,"about_ca_topic_score_gemma":0.04425848,"domain_scores_codex":[0.998463,0.0003924397,0.0001419741,0.0003432889,0.0004272426,0.0002321106],"domain_scores_gemma":[0.9938584,0.0007950377,0.003523691,0.0002368225,0.000682346,0.0009037224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001276992,0.00006121094,0.9877285,0.0000436578,0.00003984318,0.00004725578,0.00049706,0.00007872543,0.0005526582,0.00003048021,0.0001389813,0.01065394],"study_design_scores_gemma":[0.000005671575,0.0001130466,0.9984801,0.00001475681,0.00001177437,0.000121899,0.0007289332,0.0001106427,0.0001280448,0.000009070068,0.000273135,0.000002899181],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990504,0.0003466276,0.00008483083,0.0001004631,0.000003334833,0.00001322054,0.0001098574,0.000003668869,0.0002874885],"genre_scores_gemma":[0.9993926,0.0001817388,0.0001520103,0.00004053216,0.000006144663,0.00001205888,0.0001386617,0.000001943109,0.0000742114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01830054,"threshold_uncertainty_score":0.03638804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04980154783519915,"score_gpt":0.3851943177967438,"score_spread":0.3353927699615447,"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."}}