{"id":"W2946005274","doi":"10.51847/ucci1lp","title":"10.51847/UcCI1lP","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Acute cholecystitis; Cholecystectomy; Analgesic; Laparoscopic cholecystectomy; Open cholecystectomy; Cholecystitis; Surgery; Laparoscopic surgery; Anesthesia; Gallbladder; Laparoscopy","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":[0.00005743609,0.0001001638,0.0001550395,0.0000543156,0.00003516124,0.00001178541,0.00007277899,0.00004669947,0.9968005],"category_scores_gemma":[0.00002182708,0.00008596372,0.00006162187,0.000159745,0.000022914,0.00003338224,0.00001295221,0.00007558236,0.9830291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001650466,"about_ca_system_score_gemma":0.00003290972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001941907,"about_ca_topic_score_gemma":1.372335e-7,"domain_scores_codex":[0.999327,0.00001172484,0.000114801,0.0001717942,0.0001579176,0.0002167774],"domain_scores_gemma":[0.9995379,0.00001276467,0.000009043106,0.0002405325,0.00003255031,0.0001671459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001498219,0.00009720377,0.000004028807,0.000009598815,0.00002274003,0.00001427591,0.00002264211,0.000005210921,0.0002283531,5.11573e-7,0.1194965,0.8799491],"study_design_scores_gemma":[0.0005309185,0.0002773176,0.0009515368,0.00001677509,0.00003815658,0.00002936365,0.000002709189,0.00003608628,0.00005415693,0.000002289552,0.9979563,0.0001044182],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007362961,0.00007637758,2.285184e-7,0.00194586,0.000002138311,0.000227042,0.000004138356,0.0001195291,0.9902617],"genre_scores_gemma":[0.005121624,8.704441e-7,0.00007780379,0.0004764292,0.000108485,0.00001284735,0.00002381278,0.00001929498,0.9941588],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8798447,"threshold_uncertainty_score":0.3505499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007052223442486594,"score_gpt":0.2055389633649684,"score_spread":0.1984867399224818,"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."}}