{"id":"W2097977223","doi":"10.1200/jco.2005.06.178","title":"Population-Based Validation of the Prognostic Model ADJUVANT! for Early Breast Cancer","year":2005,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":572,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"Michael Smith Health Research BC; Canadian Breast Cancer Research Alliance","keywords":"Medicine; Breast cancer; Internal medicine; Adjuvant; Oncology; Lymphovascular invasion; Population; Adjuvant therapy; Cancer; Gynecology; Metastasis","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005336911,0.0000828529,0.0004089996,0.00002084455,0.00004204042,0.000003110158,0.0001527931,0.0001693276,0.000008240915],"category_scores_gemma":[0.0006171004,0.00005174253,0.0003248705,0.00004258722,0.00007791176,0.0000061479,0.00003042402,0.0001143105,4.289416e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005187963,"about_ca_system_score_gemma":0.00070367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003062497,"about_ca_topic_score_gemma":0.0001196297,"domain_scores_codex":[0.9986635,0.0001152114,0.0008562156,0.0001160813,0.0001382511,0.0001107289],"domain_scores_gemma":[0.9980239,0.0002852208,0.001081149,0.000126603,0.0004287087,0.00005444054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001724456,0.0005624452,0.9274242,0.00001467942,0.0002577999,4.276763e-7,0.00002262078,0.02241627,0.0009268015,0.00003785818,0.0009716481,0.04564079],"study_design_scores_gemma":[0.00359425,0.0008203983,0.9897778,0.00003663442,0.0002709447,0.000008444319,0.000008518141,0.001417811,0.002259788,0.0001924245,0.001546107,0.00006690131],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894126,0.0002735816,0.001647612,0.007917738,0.0004466946,0.0001723288,0.00006507743,0.000001618222,0.00006271983],"genre_scores_gemma":[0.9956011,0.0000679225,0.002724204,0.0005679964,0.0009557137,0.00001785125,0.000007099067,0.00001009054,0.00004799998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06235357,"threshold_uncertainty_score":0.2109999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06635707897107647,"score_gpt":0.4282446016400686,"score_spread":0.3618875226689922,"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."}}