{"id":"W4399291598","doi":"10.1186/s12891-024-07531-w","title":"Pseudarthrosis risk factors in lumbar fusion: a systematic review and meta-analysis","year":2024,"lang":"en","type":"review","venue":"BMC Musculoskeletal Disorders","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Faculty of Medicine Siriraj Hospital, Mahidol University; Mahidol University","keywords":"Medicine; Pseudarthrosis; Odds ratio; Meta-analysis; Confidence interval; Risk factor; Internal medicine; Surgery; Physical therapy","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","metaepi_broad","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007549449,0.001081647,0.01378463,0.001147846,0.00006299589,0.00004739525,0.0002832594,0.0004677053,0.00151807],"category_scores_gemma":[0.0007272519,0.0006136888,0.01381105,0.002362436,0.0001556504,0.0001069103,0.0002423156,0.0008623685,0.0003308145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009258946,"about_ca_system_score_gemma":0.0001518472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002897588,"about_ca_topic_score_gemma":0.001457995,"domain_scores_codex":[0.9948773,0.001045227,0.001973321,0.001198356,0.0004178617,0.0004879827],"domain_scores_gemma":[0.9979035,0.00007269209,0.0006098128,0.001135201,0.00004965373,0.0002291049],"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":[3.978492e-7,0.00009604851,0.00005353506,0.9159518,0.08219482,0.00001470255,0.00003454004,1.207405e-7,3.408458e-8,0.00003622397,0.0005096889,0.001108069],"study_design_scores_gemma":[0.0001467701,0.0001865396,0.0004203484,0.05905949,0.9341315,0.000027205,0.00006725726,0.00001060253,9.398253e-9,0.00002671752,0.005389406,0.0005341613],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007418913,0.9939355,0.00005206185,0.0001123954,0.00008384031,0.004924351,0.000209375,0.00009801317,0.0005102645],"genre_scores_gemma":[0.0001446268,0.9960871,0.0001130454,0.0002093661,0.00002046556,0.001441871,0.0004118033,0.0001086055,0.001463153],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8568923,"threshold_uncertainty_score":0.9996315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0594306103369515,"score_gpt":0.3674719002653584,"score_spread":0.3080412899284068,"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."}}