{"id":"W3004467327","doi":"10.1097/brs.0000000000003399","title":"Preoperative Mental Health Component Scoring Is Related to Patient Reported Outcomes Following Lumbar Fusion","year":2020,"lang":"en","type":"article","venue":"Spine","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Bank of Canada","funders":"","keywords":"Medicine; Oswestry Disability Index; Visual analogue scale; Minimal clinically important difference; Depression (economics); Lumbar; Retrospective cohort study; Physical therapy; Quality of life (healthcare); Cohort; Cohort study; Back pain; SF-36; Patient Health Questionnaire; Low back pain; Anxiety; Internal medicine; Surgery; Health related quality of life; Depressive symptoms; Randomized controlled trial; Disease; Psychiatry","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":[0.00009224228,0.0001757868,0.0004911643,0.00006877007,0.0001019978,0.000009680347,0.00006005844,0.00005269202,0.0003197714],"category_scores_gemma":[0.0001217945,0.0001401605,0.0001918285,0.0002286662,0.00001594428,0.00007193862,0.0001379772,0.0001804724,0.0001395942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001122522,"about_ca_system_score_gemma":0.00005986668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001028163,"about_ca_topic_score_gemma":0.000006701167,"domain_scores_codex":[0.9984664,0.00004105127,0.0005792427,0.0003915902,0.0002515139,0.0002702052],"domain_scores_gemma":[0.9992889,0.000001071841,0.0001153412,0.0002185514,0.00004324021,0.0003328715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001312416,0.0008532091,0.301964,0.0002556219,0.000963337,0.001144992,0.04605879,0.0000238086,0.5728029,0.0002601929,0.0551031,0.02043878],"study_design_scores_gemma":[0.002703609,0.0052197,0.9730401,0.0004214553,0.0000613785,0.00005461457,0.0009738843,0.0005976184,0.01473133,0.000008050854,0.001953058,0.0002351852],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9430036,0.0002934422,0.0001376387,0.05414927,0.0004220923,0.0008352299,0.000008211592,0.0001109249,0.001039622],"genre_scores_gemma":[0.969541,0.00001931219,0.001937876,0.02780657,0.00002952455,0.00001983465,0.0000953523,0.00002409093,0.0005264387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6710761,"threshold_uncertainty_score":0.5715581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03546290639046516,"score_gpt":0.3336944028969112,"score_spread":0.298231496506446,"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."}}