{"id":"W2576443096","doi":"10.1055/s-0035-1554170","title":"When Would a Spine Surgeon Have Surgery for a Herniated Disc?","year":2015,"lang":"en","type":"article","venue":"Global Spine Journal","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Sciatica; Demographics; Low back pain; Lumbar spine; Surgery; General surgery; Back pain; Physical therapy; Alternative 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003435094,0.0001494158,0.0002632566,0.000607007,0.000930637,0.001643492,0.0004463185,0.001267491,0.009542529],"category_scores_gemma":[0.02093442,0.0001818936,0.0002613485,0.0005581795,0.0009196553,0.001290639,0.0006943945,0.00120274,0.002159915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009102659,"about_ca_system_score_gemma":0.001610143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002056104,"about_ca_topic_score_gemma":0.004134268,"domain_scores_codex":[0.9972913,0.001291165,0.0003526605,0.000187478,0.0005364222,0.0003410239],"domain_scores_gemma":[0.9834135,0.005607035,0.005937368,0.0001928756,0.002029659,0.002819628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002479353,0.0002401724,0.8759446,0.000976775,0.0000629005,0.0007062156,0.005756312,0.0002683584,0.0006519261,0.001012347,0.04017366,0.07395883],"study_design_scores_gemma":[0.00007975576,0.001235706,0.7986119,0.002887419,0.00008949463,0.008162769,0.09027968,0.0007881219,0.0008808543,0.003104517,0.09375135,0.0001284379],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.909113,0.003841025,0.001749812,0.05932247,0.001065982,0.0003650726,0.002901901,0.00008448542,0.02155628],"genre_scores_gemma":[0.974647,0.006772181,0.003782417,0.009907339,0.000651798,0.0002400266,0.0008303996,0.00001585038,0.00315297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009542529,"threshold_uncertainty_score":0.03192294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06876896554497323,"score_gpt":0.339183157196636,"score_spread":0.2704141916516627,"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."}}