{"id":"W2113222748","doi":"10.1111/j.1524-4741.2004.09605.x","title":"Increased Use of Adjuvant Regional Radiotherapy for Node-Positive Breast Cancer in British Columbia","year":2004,"lang":"en","type":"article","venue":"The Breast Journal","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; University of British Columbia","funders":"","keywords":"Medicine; Adjuvant radiotherapy; Breast cancer; Radiation therapy; Adjuvant; Oncology; Internal medicine; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002110093,0.0001608848,0.0006597005,0.0006586852,0.0005083224,0.001163749,0.0006630727,0.0006504302,0.001401376],"category_scores_gemma":[0.008436806,0.0002592395,0.0005238301,0.002112309,0.0004821325,0.0002919106,0.0003668929,0.0007105373,0.0000925266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006799277,"about_ca_system_score_gemma":0.009835747,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6162922,"about_ca_topic_score_gemma":0.8370453,"domain_scores_codex":[0.9975738,0.001003959,0.0002291566,0.0002982081,0.0006191946,0.0002756991],"domain_scores_gemma":[0.9948873,0.001505288,0.001956603,0.0002534343,0.000842795,0.0005545395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0319911,0.0008214494,0.7552879,0.003938639,0.002572847,0.0005946693,0.001103734,0.0009445992,0.003524771,0.0003561385,0.006634224,0.1922299],"study_design_scores_gemma":[0.001399998,0.001800069,0.9881817,0.0006685507,0.001126855,0.0002316881,0.0003405656,0.0002385981,0.0002941784,0.00005681309,0.005631592,0.00002934405],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9617813,0.03275169,0.00007362622,0.001363666,0.00006966059,0.00009085124,0.00085313,0.000009622328,0.003006409],"genre_scores_gemma":[0.9875268,0.01010324,0.0001400239,0.0007062736,0.00004464863,0.00005418822,0.000450957,0.00000607677,0.0009678371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3837078,"threshold_uncertainty_score":0.771935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01101060638281892,"score_gpt":0.2486997326341044,"score_spread":0.2376891262512854,"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."}}