{"id":"W3214347892","doi":"10.1007/s00586-021-07052-3","title":"The predictive value of preoperative paraspinal muscle morphometry on complications after lumbar surgery: a systematic review","year":2021,"lang":"en","type":"review","venue":"European Spine Journal","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Peking University Third Hospital","keywords":"Medicine; Neurosurgery; Lumbar; Predictive value; Surgery; Lumbar vertebrae; Systematic review; MEDLINE; Radiology; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002146898,0.0004957286,0.003859275,0.0002465357,0.0002920632,0.00009610909,0.0005338817,0.00009057944,0.0001883648],"category_scores_gemma":[0.003013686,0.0002693077,0.001937096,0.0003721563,0.0002105388,0.0000912889,0.0001764189,0.001200176,0.0002409605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001561292,"about_ca_system_score_gemma":0.0005183603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001280942,"about_ca_topic_score_gemma":5.384613e-7,"domain_scores_codex":[0.9939542,0.002629201,0.002169749,0.0004076171,0.0005050213,0.0003341826],"domain_scores_gemma":[0.9958932,0.00005766891,0.002038714,0.001248943,0.0005387742,0.0002227141],"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":[0.00000670497,0.0004820833,0.00001332653,0.8945428,0.002349861,0.001933776,0.00007578784,4.803735e-7,0.00000426132,0.0002431485,0.03530406,0.06504376],"study_design_scores_gemma":[0.000191062,0.0006659686,0.01866726,0.8935455,0.005814021,0.004773218,0.00003007386,0.00000473367,5.732571e-7,0.000001740771,0.07607608,0.0002297855],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003320357,0.9921459,0.0002485292,0.0003903346,0.0003614753,0.001747511,0.00006506221,0.00001920618,0.004988754],"genre_scores_gemma":[0.0002033454,0.9967007,0.0001409684,0.0008086655,0.000420228,0.0001706821,0.00008303511,0.00009431795,0.001378055],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.06481398,"threshold_uncertainty_score":0.9999759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05285249663588886,"score_gpt":0.3519662839404425,"score_spread":0.2991137873045536,"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."}}