{"id":"W4410877860","doi":"10.1016/j.bas.2025.104285","title":"When can lumbar fusion be considered appropriate in the treatment of recurrent lumbar disc herniation? A systematic review and meta-analysis","year":2025,"lang":"en","type":"review","venue":"Brain and Spine","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lumbar disc herniation; Meta-analysis; Medicine; Lumbar; Systematic review; Surgery; MEDLINE; 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":[0.01826583,0.002046479,0.02333351,0.008070027,0.0007830574,0.004213401,0.002856594,0.003430388,0.004891715],"category_scores_gemma":[0.04673365,0.00135151,0.03377959,0.007928195,0.001053856,0.003030788,0.001541397,0.001795911,0.0002994256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003461512,"about_ca_system_score_gemma":0.004782951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00723186,"about_ca_topic_score_gemma":0.01519575,"domain_scores_codex":[0.9866834,0.006151701,0.004086194,0.001258825,0.001440022,0.00037976],"domain_scores_gemma":[0.964546,0.02651578,0.005790916,0.0006403162,0.002087686,0.0004193291],"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":[0.002019959,0.00002858585,0.003960202,0.6130819,0.3635608,0.0001327439,0.0001223328,0.0002686072,0.0001159124,0.0001611836,0.0005699417,0.01597787],"study_design_scores_gemma":[0.0008472278,0.0002728488,0.004385029,0.08993108,0.9013634,0.000119976,0.0001280402,0.0002250851,0.00008489704,0.0003425267,0.002258949,0.0000409533],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002450417,0.9963128,0.0002285616,0.0002938332,0.0001333369,0.0001855958,0.0002471201,0.00001053512,0.0001377674],"genre_scores_gemma":[0.1551036,0.8391874,0.001639542,0.001404686,0.0004581433,0.001237007,0.0007242886,0.00002270063,0.0002227032],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02333351,"threshold_uncertainty_score":0.09660012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09996662684469132,"score_gpt":0.3834941142537819,"score_spread":0.2835274874090906,"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."}}