{"id":"W3160725694","doi":"10.1016/j.jcot.2021.04.027","title":"Role of psychological distress screening in predicting the outcomes of epidural steroid injection in chronic low back pain","year":2021,"lang":"en","type":"article","venue":"Journal of Clinical Orthopaedics and Trauma","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Oswestry Disability Index; Visual analogue scale; Prospective cohort study; McGill Pain Questionnaire; Distress; Physical therapy; Cohort; Low back pain; Anesthesia; Surgery; Internal medicine","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":[0.002695707,0.0001008377,0.0007982692,0.00009367929,0.00001441397,0.000005912593,0.00008771021,0.0001613255,0.00006183454],"category_scores_gemma":[0.001893079,0.00005961208,0.0003868486,0.0001922176,0.000176181,0.00007854918,0.00004507646,0.0007333199,3.59854e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001360368,"about_ca_system_score_gemma":0.00005832774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002365289,"about_ca_topic_score_gemma":0.000203605,"domain_scores_codex":[0.9971408,0.0004541792,0.001877356,0.0001499068,0.0002236485,0.0001540904],"domain_scores_gemma":[0.9986318,0.0003543411,0.0006553237,0.0001380587,0.0001334636,0.00008699861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000186859,0.0004353706,0.8612205,0.00007098794,0.00006375328,0.0001008801,0.0001218864,0.00003472862,0.0003955453,0.00003167575,0.00002469529,0.1373131],"study_design_scores_gemma":[0.004015373,0.002732869,0.9893503,0.0006556636,0.00004771245,0.0002123896,0.0007505008,0.0018699,0.0001529162,0.000136376,0.00002819323,0.00004786018],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969016,0.001378184,0.0002784364,0.000916529,0.00016607,0.0000884957,0.000005609611,0.000001830911,0.0002632535],"genre_scores_gemma":[0.9985057,0.0004343733,0.0005259842,0.0003076471,0.0001906696,9.79277e-7,0.000003824814,0.000006988626,0.00002390638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1372653,"threshold_uncertainty_score":0.3185951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06352776415935968,"score_gpt":0.4008149844245603,"score_spread":0.3372872202652006,"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."}}