{"id":"W2916012019","doi":"10.1111/tbj.13208","title":"Post-mastectomy radiation in node-positive breast cancer in Ontario","year":2019,"lang":"en","type":"article","venue":"The Breast Journal","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Western University","funders":"Institut canadien d'information sur la santé; Ontario Ministry of Health and Long-Term Care; Cancer Care Ontario","keywords":"Medicine; Mastectomy; Breast cancer; Receipt; Radiation therapy; Comorbidity; Cancer; Oncology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001954192,0.0001657136,0.0001708224,0.0000746139,0.0000733727,0.00003311453,0.000181191,0.00007517194,0.000271488],"category_scores_gemma":[0.000004983561,0.0001155208,0.00007529645,0.0001024881,0.00004698695,0.00001499714,0.00007433991,0.000303045,0.00002843373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004040271,"about_ca_system_score_gemma":0.0003210413,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02448513,"about_ca_topic_score_gemma":0.1247429,"domain_scores_codex":[0.9990409,0.00009594946,0.000211819,0.0002083529,0.0001488303,0.0002941334],"domain_scores_gemma":[0.9995373,0.00001532664,0.0001140645,0.0001788813,0.0001029205,0.00005150232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008500399,0.0001052818,0.9705402,0.00000382494,0.0001186881,0.00001495768,0.0009048521,0.0006928195,0.0124785,0.00001108495,0.00008947767,0.01419032],"study_design_scores_gemma":[0.002005869,0.0000490682,0.994277,0.00007538521,0.00002017193,0.001943444,0.0002634652,0.00001442849,0.0009301468,0.0000339633,0.0002474557,0.0001395807],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946336,0.0005806175,0.00001034074,0.003485983,0.0002611733,0.0001791519,0.00009949886,0.000003424751,0.0007462117],"genre_scores_gemma":[0.998852,0.0001164322,0.00002002903,0.0003512654,0.0002333456,0.00001966649,0.0000203168,0.00001720116,0.0003697703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1002578,"threshold_uncertainty_score":0.9820109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003912249199366082,"score_gpt":0.221228474650001,"score_spread":0.2173162254506349,"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."}}