{"id":"W2120448709","doi":"10.1016/j.ijrobp.2008.06.975","title":"Independent Validation of IBTR! A Computer-based Tool to Predict Ipsilateral Breast Recurrence in Women with Invasive Breast Cancer Treated with Breast Conserving Surgery","year":2008,"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":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria; University of British Columbia; BC Cancer Agency","funders":"","keywords":"Medicine; Breast cancer; Breast-conserving surgery; Oncology; Internal medicine; Breast surgery; Mastectomy; Cancer; Radiology","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":[0.00457838,0.0005900057,0.0005459009,0.001919446,0.0004153607,0.0010114,0.0008675354,0.0009329977,0.001685225],"category_scores_gemma":[0.01304601,0.0003027932,0.0005485229,0.0007976597,0.0005085141,0.0006456539,0.001005465,0.000494413,0.001051276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003941587,"about_ca_system_score_gemma":0.0004937553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002142269,"about_ca_topic_score_gemma":0.003556029,"domain_scores_codex":[0.9978703,0.001012661,0.0002346202,0.0002819448,0.0004479832,0.000152515],"domain_scores_gemma":[0.9910006,0.004019723,0.001313761,0.001001038,0.002320926,0.0003439375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003077977,0.000384921,0.9797481,0.00005188219,0.0002073871,0.00003980116,0.0001569865,0.0003640857,0.002453086,0.00006110394,0.000850622,0.01260402],"study_design_scores_gemma":[0.000191659,0.0009634658,0.9906569,0.00001880735,0.0002154936,0.0002728546,0.0001658244,0.004467797,0.001749696,0.000069753,0.001206188,0.00002156088],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994994,0.0001685776,0.001321065,0.00009503347,0.00005269757,0.0001548112,0.001778632,0.00007889175,0.001356362],"genre_scores_gemma":[0.9940195,0.00006888523,0.001773311,0.00007777898,0.00004476275,0.0001700011,0.003183461,0.00003006693,0.0006322172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00457838,"threshold_uncertainty_score":0.02421308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01338791339901454,"score_gpt":0.268345311321842,"score_spread":0.2549573979228275,"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."}}