{"id":"W1995318670","doi":"10.1038/sj.bjc.6605283","title":"An investigation into the performance of the Adjuvant! Online prognostic programme in early breast cancer for a cohort of patients in the United Kingdom","year":2009,"lang":"en","type":"article","venue":"British Journal of Cancer","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":87,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; National Institute for Health and Care Research; Cancer Research UK","keywords":"Medicine; Breast cancer; Cohort; Adjuvant; Internal medicine; Oncology; Cancer; Cohort study; Cancer registry; Adjuvant therapy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003016721,0.00009284486,0.0001732705,0.00004210931,0.00005678077,0.00001495417,0.000284392,0.00004902328,0.000001365626],"category_scores_gemma":[0.0000562681,0.00005675733,0.00006622718,0.0002770359,0.0001470427,0.00001612032,0.00001978546,0.0001235501,1.284594e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005532585,"about_ca_system_score_gemma":0.000178643,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006681143,"about_ca_topic_score_gemma":0.01540473,"domain_scores_codex":[0.9990464,0.00010797,0.000365925,0.0001096526,0.0002159951,0.0001540017],"domain_scores_gemma":[0.9990544,0.00002401926,0.0003755687,0.0001250627,0.0003963961,0.00002457634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002072671,0.0002309252,0.9392596,0.00002261946,0.00005147438,8.904395e-7,0.0007604353,0.0003825208,0.0007975016,0.000003070759,0.00004273411,0.05824094],"study_design_scores_gemma":[0.001358063,0.0003734347,0.9955261,0.0004829827,0.00006789712,0.00001866293,0.0001337561,0.00007712777,0.00170214,0.00003255589,0.000164992,0.00006233799],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966142,0.001731912,0.000003408298,0.0009578564,0.00007777274,0.0005018007,0.0001107342,9.672856e-7,0.000001402835],"genre_scores_gemma":[0.9983929,0.00100251,0.00006850173,0.0002982835,0.0001259992,0.00007302033,0.00002806004,0.000008278275,0.000002429936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05817861,"threshold_uncertainty_score":0.9999335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01210410022630315,"score_gpt":0.2732807178254795,"score_spread":0.2611766175991763,"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."}}