{"id":"W2793429254","doi":"10.1016/j.wneu.2018.01.079","title":"Frailty and Health-Related Quality of Life Improvement Following Adult Spinal Deformity Surgery","year":2018,"lang":"en","type":"article","venue":"World Neurosurgery","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":98,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Oswestry Disability Index; Quality of life (healthcare); Spinal deformity; Physical therapy; Deformity; Health Utilities Index; Spinal fusion; SF-36; Frailty Index; Minimal clinically important difference; Demographics; Low back pain; Surgery; Health related quality of life; Internal medicine; Disease; Randomized controlled trial","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001013905,0.0002338523,0.0009838771,0.0003062099,0.0001521408,0.00002017228,0.00004671226,0.00005964306,0.0000934515],"category_scores_gemma":[0.0006742416,0.000195467,0.0004024448,0.0005262929,0.0001332387,0.00009678261,0.00006733872,0.0001566161,0.00001679852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008968204,"about_ca_system_score_gemma":0.0002589383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001137812,"about_ca_topic_score_gemma":0.0003699347,"domain_scores_codex":[0.9973876,0.0001180195,0.001218327,0.0004447724,0.0004088198,0.0004224825],"domain_scores_gemma":[0.9981229,0.0004596736,0.0004838147,0.0004200157,0.0001169115,0.0003966766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003361826,0.0005843281,0.9766462,0.0001973084,0.0001528438,0.00002535209,0.00004541046,1.08559e-7,0.0008797084,0.0001813383,0.004584276,0.01636695],"study_design_scores_gemma":[0.0009783264,0.0004682655,0.9897085,0.0004072851,0.00005925515,0.00001321711,0.00002096936,0.000009910732,0.007631017,0.00004658906,0.0005033694,0.0001532665],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919289,0.0008720534,0.000003667101,0.005382576,0.0008942139,0.0004119825,0.00001048108,0.00005968578,0.000436396],"genre_scores_gemma":[0.9930958,0.0001440087,0.00004267914,0.006335926,0.0001388687,0.00004510745,0.00001215191,0.00002869555,0.0001567284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01621369,"threshold_uncertainty_score":0.7970912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1134966189418192,"score_gpt":0.3567320959566944,"score_spread":0.2432354770148752,"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."}}