{"id":"W4416500291","doi":"10.1302/1358-992x.2025.14.031","title":"CLINICAL OUTCOMES AFTER INDIRECT DECOMPRESSION THROUGH ANTERIOR APPROACHES VERSUS DIRECT DECOMPRESSION WITH POSTERIOR APPROACHES IN LUMBAR INTERBODY FUSION: A PROPENSITY-MATCHED ANALYSIS USING DATA FROM THE CANADIAN SPINE OUTCOMES AND RESEARCH NETWORK","year":2025,"lang":"en","type":"article","venue":"Orthopaedic Proceedings","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Oswestry Disability Index; Decompression; Propensity score matching; Cohort; Observational study; Degenerative disc disease; Cohort study; Logistic regression","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":[0.002989417,0.0003781186,0.0006793821,0.00158592,0.000789214,0.0007750778,0.0009292903,0.0006168422,0.001097674],"category_scores_gemma":[0.006646337,0.0003149135,0.001449077,0.00253188,0.0007851532,0.0006669781,0.0009103943,0.0006766813,0.0001445055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002324496,"about_ca_system_score_gemma":0.002615607,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06532808,"about_ca_topic_score_gemma":0.06611583,"domain_scores_codex":[0.9968637,0.0005412376,0.0004275515,0.0007918286,0.000924017,0.0004515866],"domain_scores_gemma":[0.9950665,0.0008766502,0.002494301,0.0004594781,0.0006550199,0.0004480438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001467849,0.00009363419,0.995891,0.00003394331,0.0006398735,0.0000458642,0.00009879182,0.00014557,0.0001523568,0.0000582519,0.0001371672,0.001235796],"study_design_scores_gemma":[0.0001755777,0.0006347332,0.9968199,0.00001314591,0.0003510288,0.000113306,0.0002657704,0.00112664,0.00008341227,0.00007594239,0.0003215718,0.0000188683],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986109,0.0001822485,0.0002264961,0.00002121696,0.000007914874,0.00008504359,0.0006785115,0.000002234781,0.0001855582],"genre_scores_gemma":[0.9986798,0.00005631777,0.0001689207,0.00002190388,0.000009283942,0.00006808831,0.0009279486,0.000002005921,0.00006568999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9346719,"threshold_uncertainty_score":0.1298956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2285048947975746,"score_gpt":0.4044023046534557,"score_spread":0.1758974098558811,"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."}}