{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001274817,0.0003091198,0.0003915967,0.002212347,0.0005774373,0.0006526971,0.0006477078,0.0003031817,0.001363329],"category_scores_gemma":[0.003956993,0.0002436546,0.0005301567,0.001839427,0.0004659515,0.000415965,0.0006550024,0.0003368733,0.0001902331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001686877,"about_ca_system_score_gemma":0.001685105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03929023,"about_ca_topic_score_gemma":0.0575118,"domain_scores_codex":[0.9981384,0.0003350528,0.0002754435,0.0002690222,0.0005726512,0.0004093959],"domain_scores_gemma":[0.9955675,0.0006155483,0.002556372,0.0001546931,0.0005446793,0.0005612526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001015715,0.00003014121,0.9990375,0.00001287016,0.00002180478,0.00003900718,0.00004666586,0.00002230076,0.00002568379,0.000005322452,0.00004940097,0.0006076342],"study_design_scores_gemma":[0.000002557825,0.00008685962,0.9996215,0.000004754526,0.000006432364,0.00006323199,0.00009941718,0.00003835101,0.00001174604,0.000003401493,0.00005931751,0.000002429104],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981675,0.00021164,0.00005743779,0.0000162282,0.000004223418,0.00006120517,0.0009653575,0.000002169191,0.0005141463],"genre_scores_gemma":[0.9987875,0.00009156964,0.00007005304,0.00002065912,0.000009107197,0.000049726,0.0008655741,0.00000157195,0.0001043805],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03929023,"threshold_uncertainty_score":0.07812303,"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."}}