{"id":"W2566181313","doi":"10.3747/co.23.3165","title":"Personalized Oncogenomics in the Management of Gastrointestinal Carcinomas—Early Experiences from a Pilot Study","year":2016,"lang":"en","type":"article","venue":"Current Oncology","topic":"Genetic factors in colorectal cancer","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada's Michael Smith Genome Sciences Centre; BC Cancer Agency; Royal Victoria Regional Health Centre; University of British Columbia","funders":"Genome Science Institute, Boston University; University of British Columbia; Canada's Michael Smith Genome Sciences Centre","keywords":"KRAS; Medicine; Targeted therapy; Adenocarcinoma; Colorectal cancer; Cancer research; Bevacizumab; Transcriptome; Cancer; Oncology; Bioinformatics; Internal medicine; Biology; Gene; Genetics; Chemotherapy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.002997598,0.0003538904,0.0002002484,0.0001888805,0.0003640278,0.0007634218,0.0003706996,0.0004233858,0.001093942],"category_scores_gemma":[0.002569575,0.00009486901,0.0002889936,0.0003421938,0.0005486818,0.0005161114,0.0009101414,0.0007327732,0.0002611281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006464257,"about_ca_system_score_gemma":0.0009775707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006355137,"about_ca_topic_score_gemma":0.001191017,"domain_scores_codex":[0.9992152,0.0005187917,0.00003216847,0.00007138964,0.00005864958,0.0001038432],"domain_scores_gemma":[0.9988236,0.0004322301,0.00008931937,0.0001178933,0.00009240117,0.0004446373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.007139919,0.023245,0.09500635,0.0008356821,0.0003085443,0.01059282,0.006511742,0.002646992,0.02613926,0.002108898,0.005819041,0.8196458],"study_design_scores_gemma":[0.007319701,0.2108173,0.4337537,0.001428051,0.001040578,0.0382732,0.01236705,0.009711423,0.06756856,0.006022977,0.2114429,0.0002546387],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9757874,0.008968437,0.005431302,0.002499344,0.00007851011,0.0007005399,0.0001419058,0.00007048145,0.006321983],"genre_scores_gemma":[0.9800144,0.008026098,0.009124542,0.001229343,0.0001800199,0.0003203454,0.0002527963,0.0000339093,0.0008184902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002997598,"threshold_uncertainty_score":0.01585299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1575596222884396,"score_gpt":0.3893524077354479,"score_spread":0.2317927854470083,"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."}}