{"id":"W4415438985","doi":"10.1302/1358-992x.2025.10.126","title":"IMPACT OF SCHEDULED SPINE SURGERY FOR DEGENERATIVE SPINAL DISORDERS ON PATIENT HEALTH-RELATED QUALITY OF LIFE COMPARED TO THE GENERAL CANADIAN POPULATION","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":"Toronto Western Hospital","funders":"","keywords":"Quality of life (healthcare); Cohort; Myelopathy; Medical diagnosis; Population; Spinal stenosis; Degenerative Disorder; Cohort study; Stenosis","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":[0.0004784801,0.0002332951,0.0003354472,0.0009245754,0.0009154271,0.0007713527,0.0004969829,0.0002215642,0.001951254],"category_scores_gemma":[0.003247139,0.0001211834,0.0005153882,0.001699192,0.0003967446,0.0002215558,0.0005110998,0.0004061323,0.0001326629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009143556,"about_ca_system_score_gemma":0.009729785,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9260262,"about_ca_topic_score_gemma":0.9630107,"domain_scores_codex":[0.9987487,0.00009224113,0.00004433796,0.0001045885,0.000694611,0.0003156481],"domain_scores_gemma":[0.9988128,0.0001208932,0.0003316,0.00004005201,0.0004163879,0.0002783297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008467594,0.00002044613,0.9904344,0.00004178743,0.00008431502,0.0001061765,0.0001089239,0.0001205458,0.0001115303,0.00004411991,0.0006594114,0.008183557],"study_design_scores_gemma":[0.000001766167,0.00001792745,0.9995383,0.000006036132,0.00001531761,0.00005069042,0.0001048863,0.00004647743,0.00001021618,0.000006027928,0.0001997198,0.000002679054],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900658,0.001813793,0.00004931591,0.0004217646,0.00002220634,0.00002254206,0.003331082,0.000008473485,0.004265045],"genre_scores_gemma":[0.997241,0.0007632695,0.000072004,0.00006595244,0.00001335397,0.000005448949,0.001575129,0.000002219417,0.0002616091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07397383,"threshold_uncertainty_score":0.1488189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04186741016305902,"score_gpt":0.3573016429552928,"score_spread":0.3154342327922338,"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."}}