{"id":"W4406442311","doi":"10.1016/j.ysur.2012.08.001","title":"10.1016/j.ysur.2012.08.001","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Percutaneous; Acute cholecystitis; Gallbladder; Radiology; Drainage; Cholecystitis; Ultrasound; Endoscopic ultrasound; General surgery; Surgery","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009216672,0.0001452435,0.0002164131,0.00007421475,0.00004895097,0.00001744566,0.0001050058,0.00007176025,0.9994172],"category_scores_gemma":[0.00002996944,0.000124507,0.00007748293,0.0001898293,0.00003723362,0.00006890725,0.00002025447,0.0001237117,0.9964144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002214026,"about_ca_system_score_gemma":0.00004186537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000383797,"about_ca_topic_score_gemma":4.716299e-7,"domain_scores_codex":[0.9990562,0.00002061221,0.0001634829,0.0002305277,0.0002170172,0.0003121703],"domain_scores_gemma":[0.9993578,0.00002297866,0.0000159993,0.0003206206,0.00005179372,0.0002308218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001334263,0.000144427,8.555388e-7,0.00001083524,0.00002618583,0.00001225741,0.00001211382,0.000003855874,0.0001206787,3.21737e-7,0.5690041,0.430531],"study_design_scores_gemma":[0.0008765467,0.0003404208,0.0003063521,0.00002283909,0.00005582605,0.00003650603,0.000002625369,0.00003593453,0.00009159421,0.000005570567,0.9980735,0.0001523442],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002463551,0.0001407321,1.772764e-7,0.001328157,0.000001988162,0.0002863221,0.000009162637,0.0001486008,0.9956213],"genre_scores_gemma":[0.001311134,8.196174e-7,0.00005448714,0.0002905379,0.0001690003,0.00001733101,0.00005894453,0.00002525064,0.9980725],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4303786,"threshold_uncertainty_score":0.5077248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007239188011816963,"score_gpt":0.1997261864911173,"score_spread":0.1924869984793003,"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."}}