{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008035787,0.0005782298,0.000599753,0.0007024586,0.0004551508,0.0008725566,0.0007964199,0.0005412499,0.001369755],"category_scores_gemma":[0.01983535,0.0002335927,0.0003981932,0.0007289147,0.0004046298,0.0003349163,0.0006711083,0.0008122753,0.000767826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001101271,"about_ca_system_score_gemma":0.001801332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03508827,"about_ca_topic_score_gemma":0.03338388,"domain_scores_codex":[0.9985297,0.0007971953,0.00006396966,0.000278891,0.0002343502,0.00009592219],"domain_scores_gemma":[0.9941743,0.002565736,0.0007066369,0.0009540053,0.001318706,0.0002806288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005259037,0.00006217319,0.9896374,0.0000126404,0.0001345841,0.00002100274,0.00005173579,0.001756264,0.0001310989,0.00004239402,0.001059115,0.006565545],"study_design_scores_gemma":[0.0002280204,0.0004503898,0.9556451,0.0000327812,0.0002839021,0.0003302632,0.0001349638,0.03979228,0.0003102991,0.0004113756,0.002354315,0.00002630381],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929799,0.0001844225,0.002718556,0.0001570164,0.00002724485,0.00007033495,0.003013317,0.00006928699,0.0007799177],"genre_scores_gemma":[0.995172,0.00005121777,0.001282913,0.00003323663,0.00001336429,0.00005523204,0.003177271,0.000009644124,0.0002051741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03508827,"threshold_uncertainty_score":0.06976807,"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."}}