{"id":"W2154886331","doi":"10.1002/14651858.cd007821.pub2","title":"Heated CO<sub>2</sub>with or without humidification for minimally invasive abdominal surgery","year":2011,"lang":"en","type":"review","venue":"Cochrane Database of Systematic Reviews","topic":"","field":"","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Cochrane Library; Blinding; Pneumoperitoneum; Insufflation; Randomized controlled trial; MEDLINE; Clinical trial; Abdominal surgery; Laparoscopy; Adverse effect; Meta-analysis; Surgery; Anesthesia; 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":["metaresearch","metaepi_narrow","metaepi_broad","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.01875105,0.002572055,0.0286494,0.001422523,0.0002311194,0.0001459461,0.00200232,0.0007861693,0.0001665728],"category_scores_gemma":[0.01735657,0.001473341,0.00289222,0.001964194,0.0004775042,0.0007165889,0.0001829136,0.0007612788,0.005364122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004927641,"about_ca_system_score_gemma":0.002904742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002544123,"about_ca_topic_score_gemma":0.0001317942,"domain_scores_codex":[0.9772493,0.006011767,0.01214029,0.002118518,0.001368575,0.001111581],"domain_scores_gemma":[0.9623933,0.01020058,0.01898211,0.006252936,0.001627121,0.0005438925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003985422,0.0003567216,0.000002575812,0.9677776,0.00106336,0.00004627434,0.0001084745,2.95478e-8,0.0008143095,0.00004806541,0.01684599,0.01253802],"study_design_scores_gemma":[0.0006943824,0.0002485032,2.58939e-7,0.8574262,0.01749867,0.001005935,0.00007718253,0.0000050572,0.001391671,0.000001550393,0.1201989,0.001451678],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004274845,0.9362228,0.0007020623,0.000002890085,0.0002932351,0.05363942,0.008834178,0.0001575321,0.0001051242],"genre_scores_gemma":[0.00001002499,0.9463689,0.003516768,0.00002611593,0.0002424999,0.02843348,0.02056329,0.0007427277,0.000096205],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1103515,"threshold_uncertainty_score":0.9987716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2284271171966438,"score_gpt":0.3866974288246761,"score_spread":0.1582703116280322,"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."}}