{"id":"W4205103855","doi":"10.1227/neu.0000000000001825","title":"Motor Recovery Depends on Timing of Surgery in Patients With Lumbar Disk Herniation","year":2022,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"International Collaboration On Repair Discoveries; University of British Columbia","funders":"","keywords":"Medicine; Lumbar; Paresis; Surgery; Laminoplasty; Weakness; Anesthesia; Myelopathy; Spinal cord","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":[0.0002055067,0.0001100164,0.0003432792,0.0003714712,0.00003894137,0.000003882552,0.00004595472,0.00003477995,0.0003723545],"category_scores_gemma":[0.0002341464,0.00009808037,0.0001312613,0.0002745121,0.00002145982,0.00008188457,0.00004540769,0.0002162053,0.000009416454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006273319,"about_ca_system_score_gemma":0.0000580495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002686986,"about_ca_topic_score_gemma":0.000003611185,"domain_scores_codex":[0.9987833,0.0001180269,0.000347612,0.0002418417,0.0003196093,0.0001896239],"domain_scores_gemma":[0.9994783,0.0000598909,0.0001572276,0.000223628,0.00003549711,0.00004539299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006639798,0.0006344022,0.9873394,0.0000416031,0.00001343897,0.0001149323,0.00002705737,0.00007548011,0.002802361,0.000005085194,0.002733764,0.00554849],"study_design_scores_gemma":[0.0006244842,0.001197554,0.9970282,0.0000586911,0.00001547743,0.00001027256,0.0000143562,0.0001034976,0.0006741355,0.000005153423,0.0001818316,0.00008635992],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984492,0.00002042752,0.000006310616,0.0001301773,0.0004249069,0.0001693294,0.00004197445,0.00002332587,0.000734324],"genre_scores_gemma":[0.998284,0.00001064498,0.00002019764,0.00121943,0.00003174556,0.00004065182,0.00009225799,0.00002678914,0.0002742602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00968878,"threshold_uncertainty_score":0.407702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02789258463754144,"score_gpt":0.2430793071333712,"score_spread":0.2151867224958298,"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."}}