{"id":"W4385408348","doi":"10.1302/2048-0105.124.360074","title":"Spine","year":2023,"lang":"en","type":"article","venue":"Bone and Joint 360","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Surgery; Myelopathy; Decompression; Spinal stenosis; Deformity; Stenosis; Lumbar spinal stenosis; Lumbar; Radiology; Spinal cord","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":[0.00008105321,0.00005549028,0.0001758784,0.00009173505,0.00002278951,0.000004614637,0.000008403998,0.00003796356,0.0002416943],"category_scores_gemma":[0.00005311433,0.00004185626,0.00005324427,0.0001146033,0.00002961427,0.00002676583,0.00003658181,0.0000616757,0.0005700611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004164999,"about_ca_system_score_gemma":0.00001074765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001574233,"about_ca_topic_score_gemma":0.00000383437,"domain_scores_codex":[0.9995695,0.000006209681,0.000125742,0.0001160103,0.00005473678,0.0001278233],"domain_scores_gemma":[0.9997975,0.000001010775,0.00001690235,0.0001044923,0.00001632075,0.00006381726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00003264336,0.0001604815,0.009551195,0.0002949647,0.00007740545,0.001937666,0.000432545,4.16204e-7,0.4307356,0.008497593,0.4679582,0.0803213],"study_design_scores_gemma":[0.0009090287,0.0004873151,0.9665741,0.00006944947,0.00002924083,0.0003201494,0.0001045346,0.0002234303,0.004302241,0.0005084616,0.02639334,0.00007876009],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9711572,0.0004201812,0.00005101379,0.005441558,0.0000966904,0.00008297464,0.000002013365,0.000122327,0.02262605],"genre_scores_gemma":[0.9741628,0.0002470163,0.0003515993,0.002200647,0.0001466976,0.000008706442,0.00002746453,0.00001055092,0.02284455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9570228,"threshold_uncertainty_score":0.7327172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0435607762716505,"score_gpt":0.2969790030892857,"score_spread":0.2534182268176352,"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."}}