{"id":"W4385696138","doi":"10.2139/ssrn.4532323","title":"Granular Analysis Reveals Smart Insufflation to Be Operationally More Efficient and Financially Net Positive Compared to Traditional Insufflation for Laparoscopic Surgery","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Minimally Invasive Surgical Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; University of Manitoba; Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Insufflation; Laparoscopic surgery; Medicine; Surgery; Laparoscopy; Anesthesia","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001198552,0.0003668109,0.0004689056,0.0009225876,0.0003460101,0.002281362,0.0003695578,0.000425186,0.007745573],"category_scores_gemma":[0.007493986,0.0001656228,0.0004588471,0.0008434428,0.0009291738,0.002001029,0.0008948586,0.000630144,0.0006606326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005401454,"about_ca_system_score_gemma":0.0006466811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009780802,"about_ca_topic_score_gemma":0.0006929038,"domain_scores_codex":[0.9991094,0.0001496727,0.00006268804,0.00016423,0.0003591147,0.0001549301],"domain_scores_gemma":[0.9956965,0.002229893,0.0008761029,0.0006180017,0.000334484,0.0002449391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01095334,0.0006348055,0.1214523,0.001258173,0.0004431209,0.001181345,0.0005958751,0.125946,0.1120597,0.1383311,0.01198934,0.4751549],"study_design_scores_gemma":[0.0002825072,0.00220403,0.2436497,0.0002605533,0.000396739,0.001073435,0.001674308,0.4843954,0.04732537,0.2035481,0.01488113,0.0003087471],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8972996,0.001320996,0.07659263,0.001188546,0.0002960273,0.00008122629,0.001107564,0.0009030998,0.02121034],"genre_scores_gemma":[0.9941924,0.0001262885,0.004568506,0.00005926614,0.00003686304,0.000008808386,0.0002252947,0.00005202832,0.0007305693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007745573,"threshold_uncertainty_score":0.02591151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05824332150537993,"score_gpt":0.3161245707234616,"score_spread":0.2578812492180816,"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."}}