{"id":"W4385972261","doi":"10.21203/rs.3.rs-3205480/v1","title":"Comparison of Robot-Assisted Versus Fluoroscopy-Guided Transforaminal Lumbar Interbody Fusion(TLIF) for Lumbar Degenerative Diseases: A Systematic Review Meta-Analysis of Trails and Observational Studies","year":2023,"lang":"en","type":"review","venue":"Research Square","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cochrane Library; Fluoroscopy; Meta-analysis; Lumbar; Percutaneous; Randomized controlled trial; Surgery; Observational study; Subgroup analysis; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02071391,0.002672976,0.02441481,0.006962677,0.0008814681,0.004119416,0.002483011,0.002571462,0.003517098],"category_scores_gemma":[0.04490205,0.001669281,0.03913793,0.008511476,0.001090855,0.002252454,0.001553806,0.001852326,0.000275865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003391241,"about_ca_system_score_gemma":0.005712098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005960193,"about_ca_topic_score_gemma":0.01004764,"domain_scores_codex":[0.9833435,0.006946811,0.0059289,0.001654288,0.001766569,0.0003598274],"domain_scores_gemma":[0.9596632,0.02889008,0.007731238,0.00102121,0.002302012,0.0003923248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00258415,0.00003790185,0.0035074,0.5000094,0.4835274,0.00008017444,0.00008516353,0.0002523127,0.0001467491,0.0001104389,0.0002686043,0.009390333],"study_design_scores_gemma":[0.0008579327,0.0002824468,0.002777164,0.03155782,0.9632398,0.00005768917,0.00004464221,0.0001146574,0.00009946134,0.000129641,0.0008184164,0.00002019403],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005323628,0.992816,0.0005282264,0.000141164,0.0001315023,0.0005039015,0.0003657545,0.00001842401,0.000171464],"genre_scores_gemma":[0.1868361,0.8048311,0.003081949,0.0009953137,0.0003128338,0.002815218,0.0007992095,0.00003363075,0.0002945497],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02441481,"threshold_uncertainty_score":0.109547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.829642862036159,"score_gpt":0.6557934302121728,"score_spread":0.1738494318239862,"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."}}