{"id":"W4407285219","doi":"10.1093/jcag/gwae059.033","title":"A33 DIAGNOSTIC YIELD AND QUALITY OF EUS-GUIDED LIVER BIOPSIES IN A 142-PATIENT COHORT - THE KELOWNA EXPERIENCE","year":2025,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Medicine; Cohort; Yield (engineering); General surgery; Internal medicine; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008217291,0.0002690922,0.0003240519,0.001036329,0.0009079865,0.0009379653,0.0005430262,0.0002695945,0.001694679],"category_scores_gemma":[0.003437573,0.0002752739,0.0002501216,0.001504996,0.0006230476,0.0004273279,0.0008288958,0.0003151634,0.0003717306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003692243,"about_ca_system_score_gemma":0.003724614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2960293,"about_ca_topic_score_gemma":0.4229666,"domain_scores_codex":[0.9990706,0.00008779963,0.00006920028,0.0002111612,0.0003391859,0.0002220849],"domain_scores_gemma":[0.997941,0.0003089538,0.0004914904,0.0001562268,0.0005444128,0.0005580183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005817296,0.00001387315,0.9955767,0.00001296076,0.00001646105,0.0004666274,0.0003351807,0.00004333594,0.0004913245,0.00001269561,0.0001475222,0.002825147],"study_design_scores_gemma":[0.000005564693,0.00007551649,0.9960036,0.00001596205,0.00001743913,0.001901857,0.001113973,0.0001768575,0.0001938425,0.00001104379,0.0004740805,0.00001035665],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985313,0.0001955301,0.00007832749,0.00005800324,0.000002643469,0.00001548878,0.0002757961,0.000004900891,0.0008380304],"genre_scores_gemma":[0.9993228,0.0001440025,0.0001160398,0.00004043663,0.000004126967,0.000005374378,0.0002338964,0.000004008108,0.0001293755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2960293,"threshold_uncertainty_score":0.5886125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01837296050268426,"score_gpt":0.270662807434486,"score_spread":0.2522898469318017,"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."}}