{"id":"W183489201","doi":"10.1155/2013/429834","title":"Percutaneous Liver Biopsy Practice Patterns Among Canadian Hepatologists","year":2013,"lang":"en","type":"article","venue":"Canadian Journal of Gastroenterology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Manitoba; Western University","funders":"","keywords":"Liver biopsy; Medicine; Percutaneous; Percutaneous biopsy; Biopsy; Radiology; General surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0008034192,0.0001927835,0.0001901265,0.00165205,0.002273441,0.001289181,0.0008965284,0.0005096727,0.002608702],"category_scores_gemma":[0.004480751,0.0002889231,0.000340073,0.003877654,0.0008590635,0.0003406194,0.0007740599,0.0004957169,0.0001815462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02318129,"about_ca_system_score_gemma":0.03383154,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9774735,"about_ca_topic_score_gemma":0.9843842,"domain_scores_codex":[0.9982647,0.0001140306,0.0001110876,0.0001787028,0.0007962742,0.0005352845],"domain_scores_gemma":[0.992234,0.0006582681,0.001320654,0.00009819944,0.002874254,0.002814629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005859707,0.00002356839,0.9804202,0.0001108573,0.00002014482,0.0003396749,0.003859651,0.0001183727,0.0004576835,0.0001252652,0.002640644,0.01182516],"study_design_scores_gemma":[0.000009210118,0.0000379211,0.988481,0.0001134659,0.00001498987,0.0003990325,0.007301966,0.0003072534,0.0001247674,0.00002115494,0.003168811,0.00002035508],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882607,0.001613335,0.0001448149,0.002827391,0.00002767407,0.00004569451,0.001337248,0.00002769789,0.005715472],"genre_scores_gemma":[0.9971591,0.001232502,0.0002419758,0.0004081982,0.000009147177,0.00001441506,0.0003796907,0.000006621724,0.0005483023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02318129,"threshold_uncertainty_score":0.1681928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01073491386861811,"score_gpt":0.2256074902463298,"score_spread":0.2148725763777117,"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."}}