{"id":"W1978631002","doi":"10.1200/jco.2009.22.6662","title":"Validation of a Web-Based Predictive Nomogram for Ipsilateral Breast Tumor Recurrence After Breast Conserving Therapy","year":2010,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"National Cancer Institute; National Institutes of Health","keywords":"Nomogram; Medicine; Proportional hazards model; Hazard ratio; Breast cancer; Population; Internal medicine; Cohort; Oncology; Confidence interval; Cancer","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":[0.001098759,0.0001504717,0.000619025,0.00005329864,0.0000380227,0.000008506648,0.0001993903,0.0002515313,0.00003901075],"category_scores_gemma":[0.0004764752,0.0001118119,0.0004133282,0.00005927574,0.0002675549,0.00001128682,0.00004660335,0.0003132585,0.000001021249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002210672,"about_ca_system_score_gemma":0.0009705954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001216735,"about_ca_topic_score_gemma":0.00005020207,"domain_scores_codex":[0.9981722,0.0001942798,0.001082196,0.0002177413,0.0001462327,0.0001874158],"domain_scores_gemma":[0.9971675,0.000462142,0.001257503,0.0001897423,0.0007956026,0.0001274971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03891537,0.002919142,0.7812262,0.00004608061,0.0009581196,0.00003531728,0.00008664935,0.00004652939,0.04631051,0.00001607785,0.001814902,0.1276251],"study_design_scores_gemma":[0.0138701,0.008435354,0.9477599,0.00008991725,0.0002252581,0.0006967408,0.00004690039,0.0001861299,0.01623133,0.0002048459,0.01204343,0.0002101121],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955932,0.0001908307,0.0005137534,0.002020715,0.001177576,0.0002181895,0.0001990348,0.000004032208,0.00008259566],"genre_scores_gemma":[0.9942713,0.00009061695,0.003917642,0.0006258756,0.001010412,0.00004131971,0.00001823303,0.0000150457,0.000009571349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1665337,"threshold_uncertainty_score":0.4559558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03709226604628955,"score_gpt":0.3921205814745454,"score_spread":0.3550283154282559,"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."}}