{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002498351,0.0003876491,0.001381417,0.0001287121,0.00005429846,0.00001363775,0.0001287391,0.0001587652,0.001601233],"category_scores_gemma":[0.0001298961,0.0002721295,0.0002576422,0.0005516479,0.0003574984,0.0001460856,0.00006629931,0.0004664477,0.00002461249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006199782,"about_ca_system_score_gemma":0.00111869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002103163,"about_ca_topic_score_gemma":0.003348588,"domain_scores_codex":[0.9972315,0.0001330601,0.0006926291,0.0007080654,0.0006331427,0.0006015649],"domain_scores_gemma":[0.9983052,0.0004374623,0.0003815859,0.0002477253,0.0003521165,0.0002758922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03674775,0.00193185,0.9346706,0.0001585777,0.0009238153,0.00001325318,0.0004188988,0.00001758382,0.0003252293,0.0000145365,0.0002030633,0.02457488],"study_design_scores_gemma":[0.01919513,0.01097915,0.9656075,0.0002989623,0.0003000746,0.00000131758,0.0000754022,0.00009000111,0.002281854,0.00004206553,0.0008477489,0.0002808099],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935662,0.000964772,0.000001518887,0.0004080939,0.000630621,0.002343757,0.0002539541,0.00005047238,0.001780628],"genre_scores_gemma":[0.9970474,0.00139139,0.000103072,0.0003735625,0.0001103882,0.00054384,0.00002395835,0.00005879332,0.000347612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03093692,"threshold_uncertainty_score":0.9999731,"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."}}