{"id":"W2899794928","doi":"10.1155/2018/9450754","title":"Metastatic Colorectal Cancer in the Era of Personalized Medicine: A More Tailored Approach to Systemic Therapy","year":2018,"lang":"en","type":"review","venue":"Canadian Journal of Gastroenterology and Hepatology","topic":"Colorectal Cancer Treatments and Studies","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of British Columbia","funders":"","keywords":"Medicine; Irinotecan; Colorectal cancer; Oxaliplatin; Oncology; Bevacizumab; Internal medicine; Malignancy; Panitumumab; Clinical trial; Cancer; Cetuximab; Systemic therapy; Biomarker; Precision medicine; Epidermal growth factor receptor; Chemotherapy; Pathology; Breast cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005193885,0.0003459142,0.003103562,0.0005565546,0.00008332299,0.000005983275,0.00025737,0.0001741682,0.00006202678],"category_scores_gemma":[0.00008990094,0.0001857491,0.0002879339,0.0002554973,0.0009973861,0.00002371714,0.00001757909,0.0006091961,8.016382e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002509466,"about_ca_system_score_gemma":0.00139716,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003413013,"about_ca_topic_score_gemma":0.02607214,"domain_scores_codex":[0.9977075,0.0005330411,0.0008992672,0.000266326,0.0001492147,0.0004446607],"domain_scores_gemma":[0.9985701,0.0001515512,0.0005875088,0.0001540505,0.0002178096,0.0003190072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01780784,0.0008383976,0.4682715,0.02378285,0.02078207,0.005421062,0.06491192,0.000003943213,0.000008513956,0.0008427664,0.02225588,0.3750733],"study_design_scores_gemma":[0.02114628,0.04769409,0.03775651,0.03196266,0.01316851,0.1033364,0.009238337,0.00003255508,0.000001115532,0.0001052777,0.7348572,0.0007010543],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.09155272,0.9050118,0.00001140993,0.002123789,0.0003120155,0.0008378891,0.00006641918,0.00000170089,0.00008229891],"genre_scores_gemma":[0.1310457,0.8675511,0.00007516582,0.0009653523,0.0001657149,0.0001483997,0.0000134568,0.00002127204,0.00001388718],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7126013,"threshold_uncertainty_score":0.9916995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0513044477009185,"score_gpt":0.3386423513986529,"score_spread":0.2873379036977344,"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."}}