{"id":"W2065363188","doi":"10.1159/000368245","title":"Predictive Factors of the Use of Systemic Therapy in Stage IV Colorectal Cancer: Who Gets Chemotherapy?","year":2015,"lang":"en","type":"article","venue":"Oncology","topic":"Colorectal Cancer Treatments and Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; University of Alberta; Saskatchewan Cancer Agency","funders":"Saskatchewan Cancer Agency","keywords":"Medicine; Internal medicine; Chemotherapy; Colorectal cancer; Odds ratio; Gastroenterology; Stage (stratigraphy); Population; Cancer; Logistic regression; Retrospective cohort study; Surgery; Oncology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00009723929,0.0001246303,0.0005711783,0.00006005232,0.00002092241,0.000001769098,0.0000757796,0.0001037266,0.00003435428],"category_scores_gemma":[0.00006380289,0.0000709536,0.00008149718,0.0001464694,0.0001964798,0.00003741857,0.00003947173,0.0001107521,3.644809e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006211182,"about_ca_system_score_gemma":0.0005187121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003102524,"about_ca_topic_score_gemma":0.002443625,"domain_scores_codex":[0.999148,0.0001009332,0.0002645187,0.0001574677,0.0001699202,0.0001591444],"domain_scores_gemma":[0.9993013,0.0001397514,0.0001995225,0.000143518,0.0001656211,0.0000503002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00338665,0.0005470072,0.9631745,0.00004522197,0.0003787821,0.00001249731,0.0169581,0.00009313493,0.005130719,0.000021121,0.0007423888,0.009509868],"study_design_scores_gemma":[0.006891941,0.007929605,0.9526473,0.0002018296,0.0000675481,0.00001017912,0.003212691,0.0001464809,0.01816785,0.00001582924,0.01061731,0.00009140636],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995026,0.002237894,0.000002183472,0.0004133472,0.0002944102,0.0007676283,0.00007688924,0.00001079551,0.001170841],"genre_scores_gemma":[0.9970196,0.002116789,0.00002062849,0.000116485,0.00003557403,0.00009025427,0.000002997899,0.00001255927,0.0005851371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0137454,"threshold_uncertainty_score":0.4690109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07300752437703771,"score_gpt":0.3375728339045589,"score_spread":0.2645653095275212,"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."}}