{"id":"W2057286474","doi":"10.1186/bcr2433","title":"Radiation impact in breast cancer","year":2009,"lang":"en","type":"review","venue":"Breast Cancer Research","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of British Columbia","funders":"","keywords":"Surgical oncology; Breast cancer; Medicine; Radiation therapy; Oncology; Adjuvant radiotherapy; Cancer; Internal medicine; Adjuvant; Medical physics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006470304,0.0007060217,0.001345258,0.0005799104,0.0001930086,0.00009144539,0.0006722846,0.0005897205,0.0004240306],"category_scores_gemma":[0.00002632847,0.0005613619,0.0005553156,0.001205466,0.0002171836,0.00001424117,0.0003220552,0.0008020623,0.00007276839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001920221,"about_ca_system_score_gemma":0.002855332,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01154183,"about_ca_topic_score_gemma":0.001597125,"domain_scores_codex":[0.9956659,0.0005868557,0.0005835365,0.001199572,0.0007315615,0.001232555],"domain_scores_gemma":[0.9982821,0.00006339279,0.0002212981,0.0008115634,0.0003647522,0.0002569446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002181971,0.0001712064,0.002551599,0.001281195,0.0004612671,0.00002218442,0.00002861924,0.00002134882,0.0000189047,0.000007005064,0.01085929,0.9843592],"study_design_scores_gemma":[0.001229465,0.00009253709,0.0767783,0.007452255,0.0002659559,0.0004879889,0.00002337427,0.000003305917,0.0000162534,0.00001947006,0.9127877,0.0008433542],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004089465,0.993121,0.000001243329,0.0009655922,0.0002100505,0.001050288,0.003880784,0.00002257991,0.0003395322],"genre_scores_gemma":[0.00279317,0.9921032,0.000008581565,0.00006355685,0.002075983,0.001850959,0.0005768588,0.0001274083,0.0004002872],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9835158,"threshold_uncertainty_score":0.9996838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0669022899850233,"score_gpt":0.4691723485901531,"score_spread":0.4022700586051298,"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."}}