{"id":"W2181015443","doi":"10.1158/1055-9965.epi-15-0893","title":"Circulating DNA and Survival in Solid Tumors","year":2015,"lang":"en","type":"review","venue":"Cancer Epidemiology Biomarkers & Prevention","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Confidence interval; Medicine; Internal medicine; Oncology; Circulating tumor DNA; Univariate analysis; Meta-analysis; Multivariable calculus; Multivariate analysis; 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"],"consensus_categories":[],"category_scores_codex":[0.00251711,0.0004523559,0.001689105,0.0001640823,0.00005917684,0.00001329845,0.0002365673,0.0007518959,0.00001593436],"category_scores_gemma":[0.0009243023,0.0004432008,0.0003536612,0.0001652691,0.0001947241,0.0000053,0.0002642144,0.000251384,0.000006517612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002267415,"about_ca_system_score_gemma":0.000748561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000192569,"about_ca_topic_score_gemma":0.0006195128,"domain_scores_codex":[0.9964776,0.0009205086,0.001103067,0.0009100576,0.00007743083,0.0005113185],"domain_scores_gemma":[0.9983307,0.000256067,0.0007273575,0.0004326412,0.00007318604,0.0001800667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004295181,0.00003851559,0.003139407,0.00205889,0.0004506551,0.00001429458,0.00001536744,0.0000229196,0.00007060536,0.0001049397,0.004001511,0.9900399],"study_design_scores_gemma":[0.0005910911,0.0001643951,0.0006708708,0.004321551,0.0004193835,0.00005733918,0.00002646074,0.0000484593,0.00001040061,0.001667375,0.9913859,0.0006367146],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001503806,0.9961063,0.0002461225,0.0000806614,0.001049986,0.0006788879,0.00008530408,0.00001228042,0.0002366237],"genre_scores_gemma":[0.0004221335,0.9969744,0.0003435749,0.0001013114,0.00064411,0.000320483,0.0009639584,0.00006422469,0.0001658178],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9894032,"threshold_uncertainty_score":0.999802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09523214623474106,"score_gpt":0.4164278644118509,"score_spread":0.3211957181771098,"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."}}