{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002096656,0.0001878073,0.0004497465,0.001132077,0.0002303753,0.0005165248,0.0003318204,0.0003373327,0.001284214],"category_scores_gemma":[0.007557732,0.0002429596,0.0006713994,0.001630815,0.000298994,0.0004022486,0.0003707605,0.0003106004,0.0001699046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003386563,"about_ca_system_score_gemma":0.0005355949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001906382,"about_ca_topic_score_gemma":0.002305762,"domain_scores_codex":[0.9985409,0.000419537,0.0003168046,0.0002716187,0.0003187675,0.0001325016],"domain_scores_gemma":[0.9931216,0.001735345,0.003881675,0.0003603187,0.0006802577,0.0002208827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001390962,0.00001399228,0.9981012,0.00005909381,0.0001108166,0.00004551169,0.00001892061,0.00001106817,0.00004250105,0.000004825201,0.0000425154,0.001410491],"study_design_scores_gemma":[0.00001678866,0.0001915734,0.9989806,0.00003809291,0.0001258881,0.0003586652,0.00005192046,0.0000459447,0.00004008741,0.000005488856,0.0001410368,0.000003899546],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957882,0.002537251,0.0001897467,0.00003547233,0.00001432731,0.00007362021,0.001113023,0.000003729348,0.0002446968],"genre_scores_gemma":[0.9986758,0.0004712495,0.0001052386,0.00002104603,0.00001523768,0.00006716073,0.0005981308,0.000001150685,0.00004500881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002096656,"threshold_uncertainty_score":0.01108831,"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."}}