{"id":"W4402983662","doi":"10.1016/j.bas.2024.103274","title":"Clinical outcomes after indirect decompression through anterior approaches vs. direct decompression with posterior approaches in lumbar interbody fusion – a propensity-matched analysis using data from the Canadian Spine Outcomes and Research Network","year":2024,"lang":"en","type":"article","venue":"Brain and Spine","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Nutrition Society; Association of Universities and Colleges of Canada; University of Ottawa","funders":"","keywords":"Decompression; Lumbar spine; Propensity score matching; Medicine; Physical medicine and rehabilitation; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002142624,0.000521688,0.001000323,0.00102004,0.0008745419,0.001096264,0.00121807,0.001075022,0.00226824],"category_scores_gemma":[0.006478527,0.0004767187,0.002882263,0.002443467,0.0009186902,0.0008123411,0.0009174672,0.001334887,0.0002612058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002875342,"about_ca_system_score_gemma":0.003739204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1187149,"about_ca_topic_score_gemma":0.1737923,"domain_scores_codex":[0.9965854,0.0006647663,0.0003886603,0.0008494588,0.0006787885,0.0008329318],"domain_scores_gemma":[0.9963406,0.0008498922,0.001510629,0.0004015348,0.0004876594,0.0004095692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01618061,0.0002555387,0.9686752,0.000153299,0.005168536,0.000170542,0.0002419147,0.0008191003,0.0005529773,0.000262454,0.001321618,0.006198134],"study_design_scores_gemma":[0.0009085147,0.001106849,0.992994,0.00004069742,0.001423082,0.0001722037,0.0004659518,0.001759112,0.000120522,0.0003165581,0.0006348027,0.00005770788],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970306,0.0007284664,0.0002843734,0.0000748955,0.0000494963,0.00006708354,0.00125266,0.000004743338,0.0005077926],"genre_scores_gemma":[0.9982603,0.000147337,0.0001419163,0.00005248184,0.00003042594,0.00004250336,0.001147413,0.000004482779,0.0001730071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1187149,"threshold_uncertainty_score":0.2360477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.243678057444108,"score_gpt":0.4150589878145537,"score_spread":0.1713809303704457,"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."}}