{"id":"W2076405713","doi":"10.1016/j.spinee.2006.10.013","title":"Predicting outcome in the surgical treatment of lumbar radiculopathy using the Pain Drawing Score, McGill Short Form Pain Questionnaire, and risk factors including psychosocial issues and axial joint pain","year":2007,"lang":"en","type":"article","venue":"The Spine Journal","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":76,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Psychosocial; McGill Pain Questionnaire; Physical therapy; Outcome (game theory); Pain score; Lumbar; Joint pain; Surgery; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01524499,0.0002432753,0.0004967162,0.0001373566,0.0007154561,0.00004303937,0.0001289526,0.0001132596,0.00001214934],"category_scores_gemma":[0.00113952,0.0001086486,0.0002066084,0.0001918945,0.0002945625,0.0001278314,0.00005530484,0.0005452445,1.596119e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001634353,"about_ca_system_score_gemma":0.00002577514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001410805,"about_ca_topic_score_gemma":0.0004441293,"domain_scores_codex":[0.9968102,0.001424008,0.0008370231,0.0001965051,0.0003422563,0.0003900276],"domain_scores_gemma":[0.9992714,0.00007237331,0.0002874943,0.0001876458,0.0000736739,0.0001074026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004997648,0.0003054855,0.920143,0.00006079845,0.0002022067,0.0002945256,0.008996115,0.00001463033,0.003213119,0.0003841475,0.00006825382,0.06626774],"study_design_scores_gemma":[0.001556032,0.002064454,0.9845085,0.0004500032,0.0002249409,0.00112192,0.005087025,0.003989149,0.0002306093,0.0004970309,0.0001323177,0.0001380632],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993771,0.001863145,0.002005755,0.001619238,0.0001783079,0.000423751,0.000005446901,0.00001638704,0.0001169533],"genre_scores_gemma":[0.9975891,0.0007630143,0.0003445597,0.0004576978,0.0008026693,0.000004872911,0.00000325311,0.00002080461,0.00001410014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06612967,"threshold_uncertainty_score":0.5502782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07328539406865857,"score_gpt":0.3589732916122803,"score_spread":0.2856878975436217,"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."}}