{"id":"W2142211770","doi":"10.1136/gut.2006.110460","title":"Outpatient liver biopsy: a prospective evaluation of 500 cases","year":2006,"lang":"en","type":"letter","venue":"Gut","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital","funders":"","keywords":"Biopsy; Medicine; Liver biopsy; Prospective cohort study; Percutaneous; Liver disease; Surgery; General surgery; Radiology; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0001045661,0.0002192677,0.0003819631,0.0001307282,0.0000285747,0.00001124368,0.00004623553,0.0002543773,0.0004791579],"category_scores_gemma":[0.0000541027,0.0001685109,0.0002146736,0.000088309,0.0000540484,0.00002946174,0.00002519705,0.0002424236,0.0001186149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004330317,"about_ca_system_score_gemma":0.0002649022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007634783,"about_ca_topic_score_gemma":0.000009144659,"domain_scores_codex":[0.9982724,0.00008306034,0.0002440909,0.0003376995,0.0008857241,0.000177015],"domain_scores_gemma":[0.9988168,0.00007916439,0.000183613,0.0003469938,0.0005300931,0.00004331554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00004259804,0.0008285834,0.0564631,0.0003300755,0.000494199,0.001283855,0.00017451,0.000004388865,0.000005667365,0.00001222588,0.9383733,0.001987543],"study_design_scores_gemma":[0.006408216,0.001781108,0.8504975,0.001352177,0.0133567,0.000142375,0.00004893796,0.0001879433,0.0007728254,0.0003484852,0.1245493,0.0005544774],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8666657,0.009554011,0.000005594641,0.0972204,0.001173047,0.007833202,0.00170052,0.0001175286,0.01572996],"genre_scores_gemma":[0.9441729,0.00005014897,0.0001223441,0.04782583,0.001798416,0.0008439278,0.003013568,0.00005822143,0.002114619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.813824,"threshold_uncertainty_score":0.6871674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05009779239124794,"score_gpt":0.3045991593387025,"score_spread":0.2545013669474546,"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."}}