{"id":"W2313735034","doi":"10.1097/01.cot.0000269634.42275.bd","title":"Importance of HER-2/Neu Positivity as Predictor of Outcome in DCIS Remains Controversial","year":2007,"lang":"en","type":"article","venue":"Oncology Times","topic":"Medical Imaging Techniques and Applications","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Outcome (game theory); Internal medicine; Medicine; Oncology; Mathematics","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":[0.0006478974,0.00007348232,0.0004169748,0.00008384999,0.0000132687,7.241938e-7,0.00008437386,0.0001241329,0.0002474507],"category_scores_gemma":[0.0003883484,0.0000633023,0.0000694413,0.0001433462,0.0002555329,0.00002484837,0.00003615225,0.0001847034,0.000006083569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009392902,"about_ca_system_score_gemma":0.0001242445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001271127,"about_ca_topic_score_gemma":0.00008756865,"domain_scores_codex":[0.9990616,0.00002801996,0.0004449844,0.0001472844,0.0001491257,0.0001689901],"domain_scores_gemma":[0.9991222,0.0002997123,0.0001894265,0.000225434,0.00006841664,0.00009483594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003887278,0.0008856573,0.9320694,0.00007201896,0.00004218766,0.0001315897,0.0001535101,3.419542e-7,0.03943736,0.00884205,0.01467493,0.00330218],"study_design_scores_gemma":[0.004678021,0.001930481,0.9111796,0.0001732837,0.0001813496,0.0001363215,0.0001577136,0.0003253896,0.04039318,0.002589046,0.03808282,0.0001727897],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9316754,0.00005720404,0.001513223,0.006863444,0.00004949665,0.0003917604,0.00001612437,0.00004572806,0.05938762],"genre_scores_gemma":[0.9885439,0.00001648552,0.00906124,0.0008600546,0.00006201337,0.00001146021,0.0000109378,0.000007558748,0.001426314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0579613,"threshold_uncertainty_score":0.2709412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01906196864470624,"score_gpt":0.3671860554399566,"score_spread":0.3481240867952504,"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."}}