{"id":"W2143899676","doi":"10.1093/jnci/94.15.1143","title":"Randomized Trial of Breast Irradiation Schedules After Lumpectomy for Women With Lymph Node-Negative Breast Cancer","year":2002,"lang":"en","type":"article","venue":"JNCI Journal of the National Cancer Institute","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":665,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Cancer Care Ontario","funders":"","keywords":"Lumpectomy; Medicine; Breast cancer; Radiation therapy; Mastectomy; Confidence interval; Dose fractionation; Randomized controlled trial; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003001506,0.0001787464,0.000400375,0.00007691515,0.0001077156,0.00001792603,0.0002022267,0.00007360914,0.00007350913],"category_scores_gemma":[0.0001251089,0.0001078838,0.0002230344,0.0001493483,0.0002954626,0.00003788531,0.00003872592,0.00007921007,5.424876e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004271059,"about_ca_system_score_gemma":0.0004625854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001119434,"about_ca_topic_score_gemma":0.0001329792,"domain_scores_codex":[0.998669,0.00007540168,0.0004186016,0.0001686604,0.0004918498,0.0001764557],"domain_scores_gemma":[0.9979668,0.00006074077,0.0006942769,0.0001016344,0.001119222,0.00005730582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9798518,0.000380085,0.004794091,0.00007268537,0.002921644,0.000001470693,0.0005072479,0.004746686,0.001967665,0.0002337682,0.001102695,0.003420186],"study_design_scores_gemma":[0.8799893,0.0001955535,0.1117554,0.0002741113,0.0004378715,0.0001783912,0.00007978822,0.0001947775,0.003563069,0.0007278442,0.002291547,0.0003123882],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907635,0.001216379,0.0002388698,0.004360507,0.001215804,0.000693347,0.001225817,0.000003819282,0.0002819728],"genre_scores_gemma":[0.9959868,0.0005353582,0.000504837,0.0003788087,0.001791727,0.000608448,0.000005369719,0.00001684348,0.000171865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1069613,"threshold_uncertainty_score":0.4399372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01796132193505025,"score_gpt":0.2804399152882907,"score_spread":0.2624785933532404,"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."}}