{"id":"W4319787238","doi":"10.1016/j.spinee.2023.01.018","title":"Patient's expectations of surgery for lumbar degenerative spondylolisthesis: analysis by type of surgery and patient factors from the Canadian Spine Outcomes and Research Network (CSORN)","year":2023,"lang":"en","type":"article","venue":"The Spine Journal","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network; Dalhousie University; Lawson Health Research Institute; Western University; University of British Columbia","funders":"","keywords":"Medicine; Spondylolisthesis; Decompression; Surgery; Neurogenic claudication; Back pain; Lumbar; Low back pain; Physical therapy; Lumbar spinal stenosis","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008883269,0.0001284215,0.0005718522,0.000410408,0.0003693458,0.00002759755,0.0000815215,0.00006570764,0.0000943781],"category_scores_gemma":[0.001197314,0.00006864891,0.0002529515,0.00101382,0.0002158845,0.00006152756,0.00004791363,0.0002328453,0.000001313893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004388848,"about_ca_system_score_gemma":0.0002411487,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009560507,"about_ca_topic_score_gemma":0.01567302,"domain_scores_codex":[0.9983647,0.0002971494,0.0005403838,0.0001555214,0.0002890103,0.0003531711],"domain_scores_gemma":[0.99882,0.0001340268,0.000244586,0.000222112,0.00041117,0.000168085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004509209,0.0001207886,0.7603176,0.00004051558,0.002701937,0.00003588588,0.007139466,0.00008227045,0.005048525,0.0001514789,0.2163892,0.007927206],"study_design_scores_gemma":[0.0001756802,0.0002431347,0.9941477,0.0000700588,0.000360458,0.00001017624,0.003575193,0.0002297567,0.0007497784,0.0001338038,0.0002350619,0.00006921779],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920578,0.00288505,0.00003173279,0.004468076,0.0001685485,0.0002253352,0.0001248666,0.00000648921,0.00003210183],"genre_scores_gemma":[0.9987791,0.0005049189,0.0001124039,0.0002292009,0.0001005221,0.00001370186,0.0001245769,0.00001558396,0.0001200199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.23383,"threshold_uncertainty_score":0.9970349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1329479647926229,"score_gpt":0.3675338597648384,"score_spread":0.2345858949722155,"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."}}