{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001311338,0.00006385242,0.0002835292,0.00008249706,0.0002989911,0.00001673524,0.0001096226,0.00002016064,0.0001490311],"category_scores_gemma":[0.00007370859,0.00004693102,0.0002185865,0.0002307799,0.0003812292,0.0001379829,0.00001507293,0.0002372088,1.423139e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001254949,"about_ca_system_score_gemma":0.000646552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005343416,"about_ca_topic_score_gemma":0.000007468929,"domain_scores_codex":[0.9985833,0.00001782276,0.0005520478,0.0001546783,0.0005523736,0.000139809],"domain_scores_gemma":[0.9991904,0.0001762366,0.0001563048,0.0000434533,0.0002800021,0.0001535342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001368726,0.0003176035,0.8961477,0.00004844022,0.0001531829,0.00001116345,0.0006861717,0.00008241655,0.0009379839,0.00142218,0.001202415,0.09762197],"study_design_scores_gemma":[0.00293995,0.0007194008,0.9563435,0.00002529291,0.0001815726,0.00009933236,0.0001290258,0.0005353896,0.000115195,0.001475908,0.03736331,0.00007215574],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9603259,0.004496894,0.0007511383,0.032428,0.0009120464,0.0003004896,0.00005618741,0.000006562199,0.0007227909],"genre_scores_gemma":[0.99584,0.000326575,0.002290615,0.001027715,0.0003883936,0.00001976496,8.479464e-7,0.000004662857,0.0001013905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09754981,"threshold_uncertainty_score":0.2299628,"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."}}