{"id":"W4306292017","doi":"10.53350/pjmhs22169124","title":"Comparative Laparoscopic Cholecystectomy in Acute Cholecystitis in DHQ Abbottabad, KP-Pakistan","year":2022,"lang":"en","type":"article","venue":"","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Abbott (Canada)","funders":"","keywords":"Medicine; Laparoscopic cholecystectomy; Acute cholecystitis; Cholecystectomy; General surgery; Cholecystitis; Surgery; Gallbladder","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002166826,0.000206087,0.0005536421,0.000389837,0.00008888848,0.00002175694,0.0001721788,0.00005401499,0.002463863],"category_scores_gemma":[0.00001175385,0.0001976058,0.00007840246,0.0009329082,0.00007076141,0.00009858834,0.0001227167,0.0005964135,0.00004671997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002780391,"about_ca_system_score_gemma":0.0001626184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001039659,"about_ca_topic_score_gemma":0.001668762,"domain_scores_codex":[0.9982204,0.0001177624,0.0004133512,0.000419141,0.0003944502,0.0004348335],"domain_scores_gemma":[0.9994597,0.00003676783,0.00005466683,0.0003055471,0.00003443948,0.0001088359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002600366,0.00474605,0.9162056,0.0003228172,0.000519774,0.003305965,0.01896258,0.0007727172,0.02317292,0.003128269,0.02422791,0.002034983],"study_design_scores_gemma":[0.0607981,0.001812645,0.867991,0.0001677502,0.0001382159,0.0004019327,0.0150288,0.001389458,0.006211423,0.0004832982,0.04466156,0.0009157758],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9572789,0.000412986,0.00001597389,0.001349317,0.0001828376,0.0008177109,0.00003290765,0.00007408658,0.03983526],"genre_scores_gemma":[0.9950213,0.00003150714,0.0001381216,0.001520101,0.00002212619,0.0002687201,0.0001192118,0.00002005519,0.002858866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05819773,"threshold_uncertainty_score":0.998448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01748355373180563,"score_gpt":0.3183553709375333,"score_spread":0.3008718172057276,"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."}}