{"id":"W2080420783","doi":"10.1007/s11938-008-0018-6","title":"Gallstone disease: Current therapeutic practice","year":2008,"lang":"en","type":"article","venue":"Current Treatment Options in Gastroenterology","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Intensive care medicine; General surgery; Disease; Internal medicine; Current (fluid)","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":[0.0000811383,0.0002961008,0.0003739594,0.0002982977,0.0001182291,0.000008886811,0.0001005429,0.0000461847,0.000167205],"category_scores_gemma":[0.00004198686,0.0002429675,0.0001964225,0.0002001427,0.0002407722,0.0001387112,0.00003842206,0.0002679174,0.0001264616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003137812,"about_ca_system_score_gemma":0.0001569771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001236496,"about_ca_topic_score_gemma":0.00002265891,"domain_scores_codex":[0.9982064,0.0001754314,0.0003738978,0.0004823343,0.0002261619,0.0005358133],"domain_scores_gemma":[0.9990634,0.00005740482,0.0000928261,0.000433451,0.00009758201,0.0002553608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002270757,0.01477069,0.9444301,0.00006629676,0.0002308941,0.0002215742,0.0005305115,0.0001126674,0.00009020213,0.0004246238,0.001128004,0.03572365],"study_design_scores_gemma":[0.008417162,0.002319691,0.8961644,0.0001069868,0.000552816,0.0006648944,0.0001734143,0.000272842,0.000009613905,0.0001161983,0.09101708,0.0001849457],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9711282,0.01986651,0.0008832705,0.005324202,0.001076238,0.001166495,0.00003885164,0.0001301619,0.0003860938],"genre_scores_gemma":[0.9774399,0.02079679,0.0004784736,0.0003397008,0.000152019,0.0003903967,0.0002679942,0.00002612438,0.0001086215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08988908,"threshold_uncertainty_score":0.9907928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05259621093943941,"score_gpt":0.3480103676849389,"score_spread":0.2954141567454995,"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."}}