{"id":"W4380480232","doi":"10.1111/1744-1633.12643","title":"Gasless laparoscopy versus conventional laparoscopy and laparotomy: A systematic review on the safety and efficiency","year":2023,"lang":"en","type":"review","venue":"Surgical Practice","topic":"Abdominal Surgery and Complications","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Vanier College","funders":"","keywords":"Medicine; Laparoscopy; Laparotomy; Pneumoperitoneum; MEDLINE; Systematic review; Meta-analysis; Cholecystectomy; Confidence interval; Surgery; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00305019,0.0004486734,0.002734544,0.00009589473,0.0003693484,0.00007166166,0.0002032502,0.0002108893,0.0001867047],"category_scores_gemma":[0.005827521,0.0002557105,0.0004107202,0.0006791423,0.0002682251,0.00011091,0.000144328,0.0008879667,0.000752823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000980008,"about_ca_system_score_gemma":0.0002815893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007888929,"about_ca_topic_score_gemma":6.040659e-7,"domain_scores_codex":[0.9959162,0.001457923,0.001114849,0.0006066534,0.0005801994,0.0003241513],"domain_scores_gemma":[0.9772705,0.02081317,0.0008129086,0.0007026519,0.000157044,0.0002437441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007518284,0.000283674,5.090758e-7,0.9573492,0.0006318772,0.0002596349,0.00001932991,8.396803e-8,1.256851e-7,0.03347374,0.001990095,0.005239898],"study_design_scores_gemma":[0.0002124003,0.0001344715,5.390705e-7,0.2916714,0.006486034,0.0008068201,0.00003993107,0.000006962823,2.517135e-7,0.00002224161,0.700424,0.0001949032],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000008055578,0.9834967,0.000005538107,0.003360694,0.0002387338,0.004535719,0.00005712266,0.00008662335,0.00821083],"genre_scores_gemma":[0.00002056464,0.9963112,0.00003287227,0.000672053,0.0001273975,0.001026303,0.00009273948,0.00004851244,0.001668289],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6984339,"threshold_uncertainty_score":0.9999895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09798137966765796,"score_gpt":0.4190209257807855,"score_spread":0.3210395461131276,"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."}}