{"id":"W3113852063","doi":"10.1016/j.clon.2020.12.008","title":"The Financial Impact on Reimbursement of Moderately Hypofractionated Postoperative Radiation Therapy for Breast Cancer: An International Consortium Report","year":2020,"lang":"en","type":"article","venue":"Clinical Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University; McGill University Health Centre","funders":"Regione Lombardia; Università degli Studi di Brescia; National Institute for Health and Care Research; Cancer Research UK","keywords":"Medicine; Reimbursement; Breast cancer; Radiation therapy; Medical physics; Oncology; Internal medicine; Cancer; Health care","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007003656,0.0001278871,0.0004854006,0.00002628804,0.0001485416,0.000005861332,0.0001361503,0.0002670621,0.000221116],"category_scores_gemma":[0.001089159,0.00007571033,0.0001995136,0.00007739465,0.0003729611,0.0001207478,0.00001148558,0.0003627428,0.000003138839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002872815,"about_ca_system_score_gemma":0.001210121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001487023,"about_ca_topic_score_gemma":0.00001054102,"domain_scores_codex":[0.998359,0.0002326887,0.0007806,0.000320488,0.0001458294,0.0001614098],"domain_scores_gemma":[0.9971959,0.001544688,0.0005259703,0.0001797177,0.0004079214,0.0001457975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.04244139,0.001131087,0.03046887,0.000003376823,0.0004645861,0.00007170456,0.0001526811,0.001046585,0.0006938553,0.001275804,0.00508507,0.917165],"study_design_scores_gemma":[0.00742607,0.01568382,0.8038792,0.00001004442,0.00005310695,0.0001617184,0.00005656992,0.006705474,0.0003922216,0.0003874175,0.1651371,0.000107292],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9111898,0.0003953944,0.002092433,0.08145064,0.002952299,0.001041662,0.0001295799,0.00003397946,0.0007142028],"genre_scores_gemma":[0.9732396,0.004947596,0.0008497709,0.01824235,0.002281526,0.000130778,0.0001027237,0.00001671419,0.0001889379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9170577,"threshold_uncertainty_score":0.3087378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09237035782195457,"score_gpt":0.5309089560354164,"score_spread":0.4385385982134619,"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."}}