{"id":"W2894750371","doi":"10.23736/s0375-9393.18.12241-3","title":"Joint consensus on abdominal robotic surgery and anesthesia from a task force of the SIAARTI and SIC","year":2018,"lang":"en","type":"review","venue":"Minerva Anestesiologica","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Hospital Foundation","funders":"","keywords":"Medicine; Robotic surgery; Task force; Abdominal surgery; Invasive surgery; Laparoscopy; Laparoscopic surgery; Task (project management); Expert opinion; MEDLINE; General surgery; Medical physics; Surgery; Intensive care 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":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006402916,0.0006637894,0.005099373,0.0001894597,0.000114784,0.00002820525,0.000154949,0.0005949032,0.00005271146],"category_scores_gemma":[0.001319447,0.0003279641,0.001400089,0.0003232312,0.000869334,0.00001802514,0.00009484787,0.0003809044,0.0000269215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003848495,"about_ca_system_score_gemma":0.0001869115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004584668,"about_ca_topic_score_gemma":0.000002364071,"domain_scores_codex":[0.9967424,0.0007151356,0.001025318,0.0007518219,0.0003450831,0.0004202374],"domain_scores_gemma":[0.9902712,0.008028165,0.0005943478,0.000774244,0.00009120857,0.00024081],"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":[0.001856249,0.00112821,0.03276781,0.04697203,0.002550969,0.01242452,0.0005040065,0.000006131405,0.0004289408,0.001631826,0.0116143,0.888115],"study_design_scores_gemma":[0.0007406255,0.0008622833,0.04149488,0.0176195,0.004070016,0.008125688,0.00005674026,0.00003196082,0.00001394629,0.00007583654,0.9261754,0.0007331247],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0816212,0.9157534,0.000001154081,0.0009276185,0.0001046018,0.001029713,0.00001330478,0.00004372971,0.0005052849],"genre_scores_gemma":[0.01022433,0.9854239,0.0002146225,0.0009936412,0.0003622448,0.00006852677,0.00006333133,0.00006623314,0.002583193],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9145611,"threshold_uncertainty_score":0.9999173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07307891074983856,"score_gpt":0.2879125892215326,"score_spread":0.214833678471694,"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."}}