{"id":"W2969601148","doi":"10.1177/21925682211046961","title":"Patient-Reported Outcomes Following Surgery for Lumbar Disc Herniation: Comparison of a Universal and Multitier Health Care System","year":2021,"lang":"en","type":"article","venue":"Global Spine Journal","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Université Laval; University of Calgary; Canada East Spine Centre; University of Manitoba; Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Medicine; Cohort; Logistic regression; Health care; Patient satisfaction; Physical therapy; Lumbar; Cohort study; Surgery; Internal 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":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001332977,0.0001247559,0.0007038353,0.00005380571,0.0001088675,0.00001817118,0.00003073596,0.0000665391,0.00002000657],"category_scores_gemma":[0.0001876136,0.00010212,0.0003591859,0.0001282155,0.0000241635,0.00009116626,0.00003530649,0.0001136465,0.000001013587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002905756,"about_ca_system_score_gemma":0.0003708361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007380512,"about_ca_topic_score_gemma":0.00007309259,"domain_scores_codex":[0.9986488,0.00006400399,0.0006736668,0.0001651462,0.000221119,0.00022732],"domain_scores_gemma":[0.9990248,0.000004290345,0.0003937081,0.0001225215,0.0002746705,0.0001799955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003182658,0.0001852779,0.9717792,0.0005304599,0.0004749371,0.000464611,0.0007483456,0.000009678222,0.0003761543,0.0001853519,0.004985916,0.02022822],"study_design_scores_gemma":[0.002408723,0.00058304,0.9831566,0.0005533951,0.0002071666,0.0009432497,0.01093861,0.0002807367,0.0001709547,0.000005761115,0.00064513,0.0001066678],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883212,0.00458001,0.004345559,0.001341175,0.0008344667,0.0002063861,0.00004482508,0.00002130083,0.000305058],"genre_scores_gemma":[0.9961436,0.00002277605,0.003312344,0.0003062017,0.00008452071,0.00000320117,0.00006430321,0.000008953032,0.00005408071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02012156,"threshold_uncertainty_score":0.4164333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0270627546024356,"score_gpt":0.3438495095499103,"score_spread":0.3167867549474747,"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."}}