{"id":"W2985721478","doi":"10.1016/j.wneu.2019.10.164","title":"Perioperative Risk Factors for Early Revisions in Stand-Alone Lateral Lumbar Interbody Fusion","year":2019,"lang":"en","type":"article","venue":"World Neurosurgery","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"DePuy Synthes Spine; Liventa Bioscience; Pfizer; Ortho Development; Mallinckrodt Pharmaceuticals; NuVasive","keywords":"Medicine; Perioperative; Surgery; Lumbar; Spinal stenosis; Stenosis; Logistic regression; Radiography; Radiology; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0003258081,0.0003568249,0.0004381007,0.0005922726,0.000506654,0.001001053,0.0004191406,0.0008887923,0.003358059],"category_scores_gemma":[0.005495546,0.0002834801,0.0007281348,0.0007020219,0.0003079764,0.0005950275,0.000385355,0.001449721,0.0003369549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003125384,"about_ca_system_score_gemma":0.0008457719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001549541,"about_ca_topic_score_gemma":0.002907244,"domain_scores_codex":[0.9995635,0.00005241252,0.00008582755,0.00006005,0.0001190039,0.0001191925],"domain_scores_gemma":[0.9967469,0.0009953367,0.001289582,0.0001537909,0.0002475956,0.0005667532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004573757,0.0001085135,0.9928894,0.00003020077,0.0001068306,0.001720031,0.0000663372,0.00008032292,0.0003147275,0.00006437131,0.0002491984,0.003912753],"study_design_scores_gemma":[0.00001543692,0.0004863111,0.988926,0.00005608181,0.0002177138,0.008136587,0.000647495,0.0005388747,0.0002205383,0.0002169646,0.0005078192,0.00003026853],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961325,0.00159379,0.0002446265,0.0001946865,0.00009285284,0.000009489288,0.0001508436,0.000007999427,0.001573346],"genre_scores_gemma":[0.9988972,0.0003984526,0.0001477353,0.00005350755,0.00009360191,0.000007634739,0.000172867,0.000005148237,0.0002238974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003358059,"threshold_uncertainty_score":0.01123387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02332384297422038,"score_gpt":0.2897958384711701,"score_spread":0.2664719954969497,"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."}}