{"id":"W4289333623","doi":"10.21203/rs.3.rs-1906682/v1","title":"Volume-Outcome Relationship in Intra-abdominal Robotic-Assisted surgery. A Systematic Review","year":2022,"lang":"en","type":"review","venue":"Research Square","topic":"Abdominal Trauma and Injuries","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; General surgery; Prostatectomy; Robotic surgery; MEDLINE; Cochrane Library; Nephrectomy; Surgery; Colectomy; Health care; Medical physics; Randomized controlled trial; Colorectal cancer; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01146428,0.001317239,0.007345138,0.008844286,0.000461899,0.003515842,0.001460556,0.001582591,0.003246215],"category_scores_gemma":[0.05926709,0.0009762015,0.01011262,0.009333774,0.00098254,0.002399203,0.001359853,0.001307221,0.0002055989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003425766,"about_ca_system_score_gemma":0.007637947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00632723,"about_ca_topic_score_gemma":0.01454319,"domain_scores_codex":[0.9878818,0.004182918,0.004345985,0.0008660784,0.00247397,0.000249266],"domain_scores_gemma":[0.9382626,0.04605625,0.01193831,0.0005291094,0.002949717,0.000264059],"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":[0.0002407314,0.00001768385,0.001601303,0.9614038,0.01761986,0.00005866247,0.00009762716,0.0001224563,0.00007563342,0.0002309928,0.0006401551,0.01789102],"study_design_scores_gemma":[0.0004611358,0.0003947656,0.01177047,0.8124618,0.1624174,0.0004643405,0.0002183769,0.0002215002,0.0001940507,0.000704111,0.01063966,0.00005253597],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009385081,0.9983097,0.0001030559,0.0001244582,0.00006299394,0.0001391403,0.0001972963,0.000003527598,0.0001213833],"genre_scores_gemma":[0.04421516,0.9533173,0.0006953873,0.0005286979,0.0001529439,0.000643862,0.0003313766,0.000007802664,0.0001074339],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01146428,"threshold_uncertainty_score":0.06062967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.354815226883301,"score_gpt":0.5029495570634701,"score_spread":0.1481343301801691,"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."}}