{"id":"W2147145576","doi":"10.1016/j.ejso.2011.02.001","title":"A population-based validation of the prognostic model PREDICT for early breast cancer","year":2011,"lang":"en","type":"article","venue":"European Journal of Surgical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":132,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency","funders":"Cancer Research UK","keywords":"Breast cancer; Medicine; Oncology; Population; Adjuvant; Cancer registry; Internal medicine; Cancer; Predictive modelling; Statistics","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":[0.01103298,0.0007450084,0.0006531031,0.0007806356,0.0008030682,0.001164556,0.0008009659,0.00104964,0.002054865],"category_scores_gemma":[0.02184758,0.0003479351,0.0009581366,0.0006770464,0.0004787899,0.0007514195,0.0007641544,0.001299777,0.000818569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003367393,"about_ca_system_score_gemma":0.0006236189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001410956,"about_ca_topic_score_gemma":0.001188958,"domain_scores_codex":[0.9969598,0.002096102,0.0001017601,0.0004431498,0.0002635632,0.0001355827],"domain_scores_gemma":[0.9882727,0.006942572,0.0007294313,0.002640373,0.001149716,0.0002651305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002977611,0.0004940649,0.9733463,0.00001648791,0.0008851509,0.0001179952,0.0001696219,0.00470192,0.001622337,0.0002204138,0.001120947,0.01432714],"study_design_scores_gemma":[0.0005405171,0.003106524,0.9367537,0.00002415502,0.001662221,0.001193885,0.0003180752,0.04927891,0.002197846,0.001839077,0.003030168,0.00005494944],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932492,0.00009156593,0.004829412,0.0001398463,0.00002596625,0.0000348913,0.0009801007,0.00003249408,0.0006165015],"genre_scores_gemma":[0.9975036,0.00002986025,0.0009999751,0.00002699748,0.00001896533,0.00003181767,0.001074762,0.00001448319,0.0002995061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01103298,"threshold_uncertainty_score":0.05834872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03007073445371845,"score_gpt":0.2749076899022696,"score_spread":0.2448369554485512,"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."}}