{"id":"W3186005525","doi":"10.1007/s00586-021-06928-8","title":"Variation in surgical treatment of degenerative spondylolisthesis in Canada: surgeon assessment of stability and impact on treatment","year":2021,"lang":"en","type":"article","venue":"European Spine Journal","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Centre hospitalier de l'Université Laval; University of Calgary; Canada East Spine Centre; London Health Sciences Centre; University of Toronto; Dalhousie University","funders":"","keywords":"Medicine; Spondylolisthesis; Decompression; Neurosurgery; Lumbar; Surgery","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001353798,0.0002531318,0.0004542486,0.003244503,0.00213829,0.00172952,0.001989694,0.001026451,0.003070768],"category_scores_gemma":[0.01112637,0.0003054127,0.0006413595,0.006533533,0.001233088,0.0004069725,0.001367203,0.000744524,0.0002586492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02800653,"about_ca_system_score_gemma":0.03375228,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9798042,"about_ca_topic_score_gemma":0.9924629,"domain_scores_codex":[0.9964085,0.0003311187,0.0003832354,0.0004264261,0.001596557,0.0008541655],"domain_scores_gemma":[0.9879193,0.001126789,0.002478446,0.0002661045,0.006116331,0.002092941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001121608,0.00002584416,0.9900025,0.00002941949,0.00009368936,0.0001318532,0.0008298676,0.0002163632,0.0001629979,0.0001632608,0.0008543764,0.007377666],"study_design_scores_gemma":[0.000002915569,0.0000133411,0.9977193,0.0000255537,0.00001661635,0.00009651854,0.001380733,0.0001647066,0.00003343892,0.00002599166,0.0005082089,0.00001266219],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914638,0.001640551,0.0001436837,0.001034436,0.00004285358,0.00002370629,0.001875725,0.00001261814,0.003762495],"genre_scores_gemma":[0.9981845,0.0004434748,0.0001111035,0.0001345323,0.00000975392,0.000004338599,0.0005234847,0.000009210445,0.0005796159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02800653,"threshold_uncertainty_score":0.2032025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03858559816651801,"score_gpt":0.3260871379970871,"score_spread":0.2875015398305691,"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."}}