{"id":"W2464974090","doi":"10.1016/j.wneu.2016.07.018","title":"Key Preoperative Clinical Factors Predicting Outcome in Surgically Treated Patients with Metastatic Epidural Spinal Cord Compression: Results from a Survey of 438 AOSpine International Members","year":2016,"lang":"en","type":"article","venue":"World Neurosurgery","topic":"Management of metastatic bone disease","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children; Toronto Rehabilitation Institute; Sunnybrook Health Science Centre; SickKids Foundation; University of Toronto; University Health Network; Toronto Western Hospital","funders":"","keywords":"Medicine; Orthopedic surgery; Spinal cord compression; Quality of life (healthcare); Internal medicine; Spinal cord; Physical therapy; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002735534,0.0001888057,0.0003346906,0.0007478758,0.0003490081,0.0004297894,0.0001722291,0.000423473,0.00169315],"category_scores_gemma":[0.001769517,0.0001273268,0.0003413502,0.0008664321,0.0002379429,0.0004023075,0.0003238913,0.0003187796,0.0002606328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001821895,"about_ca_system_score_gemma":0.0003180178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003056098,"about_ca_topic_score_gemma":0.004060761,"domain_scores_codex":[0.9997385,0.00005560541,0.00004024182,0.00004293998,0.00005444058,0.00006817688],"domain_scores_gemma":[0.9991118,0.0002062142,0.0003466024,0.00003058239,0.0001015778,0.0002031192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003172075,0.00002252844,0.9991547,0.000003352234,0.00001274906,0.00003636181,0.00002938212,0.00001520642,0.00007799097,0.000002381862,0.00003954898,0.0005740217],"study_design_scores_gemma":[0.000002130028,0.00007735247,0.9993922,0.000003007751,0.00001051834,0.0001514862,0.0002109266,0.00004315101,0.00002713277,0.000005670338,0.00007479099,0.000001722084],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990312,0.0001398951,0.00004414572,0.00003867604,0.000004486634,0.000005237734,0.0003512724,0.000001527121,0.0003835642],"genre_scores_gemma":[0.999225,0.0001209984,0.00003854409,0.00002866737,0.000008888208,0.000008267949,0.000458992,0.000001248026,0.0001092968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003056098,"threshold_uncertainty_score":0.006076634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1035605631598802,"score_gpt":0.3624212112397864,"score_spread":0.2588606480799062,"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."}}