{"id":"W4395084793","doi":"10.1016/j.spinee.2024.04.013","title":"Risk factors of revision operation and early revision for adjacent segment degeneration after lumbar fusion surgery: a case-control study","year":2024,"lang":"en","type":"article","venue":"The Spine Journal","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Peter's Hospital","funders":"","keywords":"Medicine; Lumbar; Surgery; Degeneration (medical); Spinal fusion; Ophthalmology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001092007,0.001062554,0.001273264,0.001769002,0.001534326,0.001672398,0.0009618766,0.002025921,0.003605269],"category_scores_gemma":[0.00351362,0.001582411,0.001863273,0.001711799,0.001301748,0.001385974,0.0007474739,0.001523573,0.000484145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005205651,"about_ca_system_score_gemma":0.0005142787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004499345,"about_ca_topic_score_gemma":0.003514506,"domain_scores_codex":[0.9987819,0.0002642396,0.0001829114,0.0003893762,0.0001593959,0.0002222166],"domain_scores_gemma":[0.9970213,0.001002013,0.0008039504,0.0003858828,0.0002524228,0.0005344842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002451151,0.001077953,0.9927644,0.00004776185,0.0003782789,0.001164661,0.0004505936,0.00003602137,0.0005856596,0.00005233776,0.00008847174,0.0009026584],"study_design_scores_gemma":[0.0002242097,0.001743801,0.9934928,0.00001326294,0.0003380142,0.002530473,0.0009948352,0.0002894869,0.0001086279,0.00005558948,0.0001746773,0.00003425556],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994285,0.0002356193,0.00007929075,0.00001213694,0.0000131933,0.00001562974,0.00005441015,0.000002673369,0.0001585778],"genre_scores_gemma":[0.9993705,0.0001233939,0.0000847768,0.00002299461,0.000040246,0.00002511558,0.0001187386,0.000003285041,0.0002110101],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004499345,"threshold_uncertainty_score":0.01206088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02386505498639982,"score_gpt":0.3057538642460556,"score_spread":0.2818888092596558,"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."}}