{"id":"W4392848169","doi":"10.1227/neu.0000000000002809_1075","title":"1075 The Effect of Regional Procedural Preference on Outcomes After Posterior Decompression for Degenerative Cervical Myelopathy: Individual Participant Data Meta-Analysis of a Prospective, Multinational Dataset of 1047 Cases","year":2024,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Cervical and Thoracic Myelopathy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Minimal clinically important difference; Laminoplasty; Laminectomy; Decompression; Subgroup analysis; Meta-analysis; Surgery; Clinical endpoint; Randomized controlled trial; Internal medicine; Spinal cord","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":["metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.02669234,0.001836127,0.008830612,0.002000761,0.0005608791,0.002845199,0.001941754,0.00200461,0.0029649],"category_scores_gemma":[0.0411831,0.001114827,0.04398323,0.003143248,0.0007020991,0.001248124,0.001229748,0.001968921,0.0002735338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001052666,"about_ca_system_score_gemma":0.00139804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00511158,"about_ca_topic_score_gemma":0.006616832,"domain_scores_codex":[0.9783331,0.01461378,0.00323473,0.002319105,0.001097824,0.0004015405],"domain_scores_gemma":[0.9679905,0.02465945,0.004208061,0.001975479,0.0008938904,0.0002726204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.008767794,0.00003379879,0.02704391,0.02040087,0.9374384,0.000104809,0.00006376637,0.0008520374,0.0002363377,0.0001069766,0.0005020234,0.004449166],"study_design_scores_gemma":[0.001692895,0.0003662467,0.01931937,0.00155861,0.9747687,0.0001028765,0.00004012914,0.000493231,0.0001346085,0.0003853294,0.001111903,0.00002608226],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1705646,0.8098497,0.006612814,0.00147611,0.000661258,0.0006682088,0.008130677,0.0001623275,0.00187437],"genre_scores_gemma":[0.9451005,0.04572557,0.003179342,0.001211327,0.0002291998,0.0008617091,0.003164805,0.00007955203,0.0004480509],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9911694,"threshold_uncertainty_score":0.1411642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2448084637525771,"score_gpt":0.3966703308015831,"score_spread":0.1518618670490059,"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."}}