{"id":"W2970115840","doi":"10.1016/j.clcc.2019.05.004","title":"KRAS Status as a Predictor of Chemotherapy Activity in Patients With Metastatic Colorectal Cancer","year":2019,"lang":"en","type":"article","venue":"Clinical Colorectal Cancer","topic":"Colorectal Cancer Treatments and Studies","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; Health Canada","funders":"","keywords":"Medicine; Colorectal cancer; Oncology; KRAS; Internal medicine; Chemotherapy; Cancer","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":[0.0002412804,0.000137199,0.000211138,0.0004529029,0.0002048418,0.0004190133,0.000158717,0.0003242578,0.001171025],"category_scores_gemma":[0.002218201,0.0001161547,0.0002686741,0.000630287,0.0001769138,0.0002768425,0.0002028113,0.000417277,0.0001146652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002632431,"about_ca_system_score_gemma":0.0002992817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001935667,"about_ca_topic_score_gemma":0.003468702,"domain_scores_codex":[0.9998366,0.00005829836,0.00002338581,0.0000218836,0.00002877385,0.00003114226],"domain_scores_gemma":[0.9990377,0.0003376604,0.0003559786,0.00003151314,0.00006183579,0.0001753009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006361662,0.00003112254,0.9970523,0.00001139037,0.00004241555,0.00006249611,0.00001363271,0.0000629242,0.0003381224,0.00001390338,0.0000598211,0.001675702],"study_design_scores_gemma":[0.00001433959,0.0002145472,0.9989226,0.000005398511,0.00004567211,0.0002195555,0.00004961075,0.0002211304,0.0001046652,0.00001753845,0.0001824028,0.000002378488],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984475,0.0007716455,0.00002886045,0.00007607741,0.000008410909,0.000002711484,0.0001145404,0.000002123583,0.0005480552],"genre_scores_gemma":[0.9995511,0.0001486545,0.00002522185,0.00001768203,0.000009314711,0.000001752556,0.0001256365,7.409657e-7,0.0001199095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001935667,"threshold_uncertainty_score":0.003917456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02431040169481003,"score_gpt":0.3589418487976663,"score_spread":0.3346314471028563,"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."}}