{"id":"W2093695644","doi":"10.1016/j.ijrobp.2007.06.060","title":"Is Multibeam IMRT Better Than Standard Treatment for Patients With Left-Sided Breast Cancer?","year":2007,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":153,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of Victoria; BC Cancer Agency","funders":"","keywords":"Breast cancer; Medicine; Left breast; Medical physics; Radiology; Oncology; 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":[0.005625358,0.0003566432,0.002284319,0.000497779,0.0004677006,0.001090612,0.0007444598,0.001598982,0.008119461],"category_scores_gemma":[0.02014202,0.0002206394,0.002397165,0.001102884,0.0007580203,0.002589363,0.000410388,0.001247459,0.0008167502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001367231,"about_ca_system_score_gemma":0.001328293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003130367,"about_ca_topic_score_gemma":0.008796807,"domain_scores_codex":[0.9985985,0.0005919465,0.0002067236,0.0002119871,0.000227066,0.0001637093],"domain_scores_gemma":[0.9906088,0.005571802,0.001894792,0.0004578478,0.0006692647,0.0007975801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.05578014,0.0009597118,0.2604456,0.002095703,0.005302087,0.0002666168,0.0003138322,0.002406002,0.00340233,0.001154903,0.0129749,0.6548982],"study_design_scores_gemma":[0.004505327,0.0242061,0.9252616,0.001313295,0.008632897,0.001272108,0.001096168,0.001945596,0.002077581,0.004425529,0.02512981,0.0001340214],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6760805,0.1925809,0.001436535,0.1088997,0.004922118,0.0001293103,0.001949802,0.0001044844,0.01389668],"genre_scores_gemma":[0.9631785,0.01858296,0.001145019,0.01117397,0.004113531,0.00004460358,0.0006572205,0.00003584374,0.001068401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008119461,"threshold_uncertainty_score":0.02975005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0115944305081262,"score_gpt":0.3165507129393796,"score_spread":0.3049562824312534,"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."}}