{"id":"W4400148276","doi":"10.14740/gr1710","title":"Analysis of Efficacy and Safety of Laparoscopy Plus Choledochoscopy Combined With Holmium Laser Lithotripsy for Choledocholithiasis and Hepatolithiasis","year":2024,"lang":"en","type":"article","venue":"Gastroenterology Research","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hepatolithiasis; Lithotripsy; Laparoscopy; Surgery; Biliary fistula; Gastroenterology; Internal medicine; Fistula; Hepatectomy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001163776,0.0002238109,0.0009920588,0.001278212,0.00009303683,0.00003459391,0.000148199,0.0001506025,0.00006175246],"category_scores_gemma":[0.0001910125,0.0001686285,0.0001601129,0.001153606,0.001035118,0.00008954016,0.0001212236,0.0004664557,0.000001364128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004501618,"about_ca_system_score_gemma":0.0001508633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000109796,"about_ca_topic_score_gemma":0.0001110923,"domain_scores_codex":[0.9975455,0.0002353586,0.0004950161,0.0006297819,0.0004647872,0.0006295053],"domain_scores_gemma":[0.9983281,0.0004496688,0.00007514878,0.0004504482,0.0004479827,0.0002486495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03009856,0.0004605813,0.9572844,0.00133603,0.004428179,0.0000297322,0.001408411,0.0000257074,0.003174742,0.0001561037,0.0005489862,0.001048589],"study_design_scores_gemma":[0.01195077,0.009664125,0.9644319,0.0004598338,0.003366877,0.00009007776,0.0009463294,0.004621739,0.00377104,0.00007305457,0.0004680579,0.0001561324],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954201,0.0007619406,0.0002866271,0.001991296,0.00005153579,0.00110283,0.0001718067,0.00003463985,0.0001792267],"genre_scores_gemma":[0.9977976,0.0005291778,0.001053845,0.000138968,0.00003155198,0.0001111735,0.00009915955,0.00003316937,0.0002053728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0181478,"threshold_uncertainty_score":0.6876471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03225702814586061,"score_gpt":0.3585758460843274,"score_spread":0.3263188179384668,"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."}}