{"id":"W4224230821","doi":"10.1017/cts.2022.170","title":"310 Transcriptomics for gallbladder cancer prognosis","year":2022,"lang":"en","type":"article","venue":"Journal of Clinical and Translational Science","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gallbladder cancer; Population; Medicine; Gallbladder; Bioinformatics; Oncology; Internal medicine; Biology; Pathology; Computational biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008081368,0.0004510177,0.0003350929,0.001693202,0.0003267328,0.000965663,0.0002337829,0.0003971313,0.00274026],"category_scores_gemma":[0.001265402,0.000135094,0.0004202077,0.001560139,0.0002692691,0.0003372616,0.0003539629,0.0004879452,0.0009539738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007995105,"about_ca_system_score_gemma":0.0007756053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002429037,"about_ca_topic_score_gemma":0.003550881,"domain_scores_codex":[0.9997354,0.0000942023,0.00002908946,0.00004757538,0.00005805834,0.00003563374],"domain_scores_gemma":[0.9996688,0.0001217636,0.00008254604,0.00002243058,0.00007303152,0.00003139779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001681667,0.0001442435,0.5500289,0.001063165,0.0003609574,0.001011276,0.0003026775,0.00742533,0.1374192,0.002479505,0.008201321,0.2898816],"study_design_scores_gemma":[0.00009449037,0.0006684336,0.8207315,0.0009603392,0.0006437928,0.002616603,0.001111377,0.05652172,0.05556722,0.01166917,0.04930859,0.0001067241],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8661335,0.0534346,0.03425125,0.009297705,0.0005802446,0.0002767728,0.01796424,0.001071074,0.01699066],"genre_scores_gemma":[0.9575679,0.00933169,0.02357781,0.0006130856,0.0001900486,0.0001246519,0.006473089,0.00005225087,0.002069424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00274026,"threshold_uncertainty_score":0.009167075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1007434825836291,"score_gpt":0.4243540361043147,"score_spread":0.3236105535206855,"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."}}