{"id":"W2105341765","doi":"10.3171/spi.2004.100.4.0317","title":"Outcome evaluation of the operative management of lumbar disc herniation causing sciatica","year":2004,"lang":"en","type":"article","venue":"Journal of Neurosurgery Spine","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Hospital and Health Sciences Centre","funders":"","keywords":"Medicine; Sciatica; Discectomy; Quality of life (healthcare); Physical therapy; Lumbar; Cohort; Prospective cohort study; Low back pain; SF-36; Surgery; Internal medicine; Health related quality of life","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007876336,0.00008921069,0.0003704541,0.0001645766,0.00003000807,0.000005686314,0.0000711425,0.00003477835,0.00007737274],"category_scores_gemma":[0.0003326538,0.00005467523,0.0002430576,0.0002937742,0.0000616068,0.0001365833,0.00004035157,0.0001465159,0.00000167627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008942912,"about_ca_system_score_gemma":0.0001063287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005345249,"about_ca_topic_score_gemma":0.000002410837,"domain_scores_codex":[0.9981936,0.0001107583,0.0008616588,0.00008743541,0.0006458316,0.0001007066],"domain_scores_gemma":[0.9985768,0.000004861395,0.0007034384,0.000177286,0.0004969639,0.00004060947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001315157,0.001409193,0.1554147,0.0005336501,0.0005199006,0.0002924048,0.0007501264,0.006930108,0.8213671,0.0009467325,0.0006558358,0.01104862],"study_design_scores_gemma":[0.001656914,0.0004748855,0.9711725,0.0005364201,0.0004194782,0.0002147444,0.0001099006,0.0003101262,0.02490832,0.0001310771,0.00001970008,0.00004594083],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995646,0.0001774817,0.0004418736,0.00243028,0.0005574836,0.0002209381,0.000002387313,0.000002549984,0.0005210206],"genre_scores_gemma":[0.9988514,0.0000522738,0.0005113091,0.0003764378,0.00007351809,0.00000183192,0.000001185214,0.000009644734,0.0001224511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8157578,"threshold_uncertainty_score":0.2229591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07692907426411337,"score_gpt":0.378283611114194,"score_spread":0.3013545368500806,"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."}}