{"id":"W4283214934","doi":"10.1177/21925682221109558","title":"Effects of Workload on Return to Work After Elective Lumbar Spine Surgery","year":2022,"lang":"en","type":"article","venue":"Global Spine Journal","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; University of Manitoba; Western University; Sunnybrook Health Science Centre; McGill University Health Centre; Canada East Spine Centre","funders":"University of Alberta; London Health Sciences Centre","keywords":"Medicine; Workload; Surgery; Lumbar; Laminectomy; Physical therapy; Spinal fusion; Spinal cord","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003661838,0.0002222484,0.0006084075,0.0002129319,0.0001137524,0.00001507209,0.0001575738,0.00007364432,0.001111019],"category_scores_gemma":[0.0004217888,0.0001868766,0.0004148403,0.0009639634,0.00004653731,0.00006101593,0.0001587083,0.0006226273,0.00006284912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004470822,"about_ca_system_score_gemma":0.0001533152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001517673,"about_ca_topic_score_gemma":0.000004725529,"domain_scores_codex":[0.9980562,0.0001642833,0.0005088891,0.0002780253,0.0005243018,0.0004682757],"domain_scores_gemma":[0.9991094,0.000005437726,0.0002015236,0.0002228371,0.0001384656,0.0003223409],"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":[0.004868425,0.006671173,0.1850886,0.0007153206,0.001507059,0.0192862,0.0008126379,0.0002097593,0.07523634,0.0004508062,0.4671377,0.238016],"study_design_scores_gemma":[0.001173113,0.003984472,0.9884663,0.0005180581,0.0001243472,0.001420486,0.00004946015,0.000005344692,0.002228334,0.0001413355,0.001707475,0.0001812322],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909021,0.002418132,0.0006031084,0.002683765,0.001186115,0.0003417837,0.0000101463,0.00002954413,0.001825362],"genre_scores_gemma":[0.9924677,0.00006859833,0.0008212654,0.005348473,0.0005776449,0.00005408087,0.000005063596,0.0000203578,0.0006368188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8033778,"threshold_uncertainty_score":0.9998021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008450866384034528,"score_gpt":0.2691966958337864,"score_spread":0.2607458294497519,"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."}}