{"id":"W4224297573","doi":"10.1227/neu.0000000000001981","title":"Fulfillment of Patient Expectations After Spine Surgery is Critical to Patient Satisfaction: A Cohort Study of Spine Surgery Patients","year":2022,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; McGill University; Université Laval; Vancouver Spine Surgery Institute; University of Alberta; Montreal General Hospital; University of Manitoba; Ottawa Hospital; University Health Network; Health Sciences Centre; Sunnybrook Health Science Centre; Vancouver General Hospital; University of Calgary; Horizon Health Network; London Health Sciences Centre; University of Toronto; Western University; Public Health Ontario; Dalhousie University","funders":"","keywords":"Medicine; Patient satisfaction; Logistic regression; Physical therapy; Odds ratio; Ordered logit; Cohort; Odds; Ordinal regression; Back pain; Surgery; Internal medicine; Alternative medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002517219,0.0003069314,0.001137631,0.000790279,0.000119693,0.000009696289,0.0000671399,0.00005982233,0.002065669],"category_scores_gemma":[0.001021905,0.0002982909,0.0005035942,0.0008056102,0.00008613781,0.0001156052,0.0002757252,0.0002604436,0.00001898049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001237395,"about_ca_system_score_gemma":0.0001426797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00014659,"about_ca_topic_score_gemma":0.00001257438,"domain_scores_codex":[0.9958011,0.000336839,0.001654594,0.0006402078,0.001134924,0.0004323619],"domain_scores_gemma":[0.9980929,0.0001868582,0.0003652889,0.0006723627,0.0004238788,0.0002587384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000289956,0.00503162,0.9647033,0.0001146214,0.00009872018,0.0002503924,0.001365946,0.0000214902,0.001076725,0.000006426682,0.02302078,0.00402005],"study_design_scores_gemma":[0.0004090854,0.003676198,0.9909192,0.00008857065,0.0001377234,0.00004484853,0.001693035,0.00001564024,0.002346297,0.000004783942,0.0004332492,0.0002313947],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960537,0.0001205189,0.00001545682,0.0006094156,0.001698027,0.001172627,0.0001470386,0.00004494529,0.0001382942],"genre_scores_gemma":[0.9962841,0.00001232664,0.00006567182,0.002424653,0.00005449973,0.0009984995,0.00006256468,0.00005181615,0.00004584137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0262159,"threshold_uncertainty_score":0.9999469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01926550891126862,"score_gpt":0.2819511214347106,"score_spread":0.262685612523442,"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."}}