{"id":"W4399320023","doi":"10.1227/neu.0000000000002989","title":"Patient-Reported and Clinical Outcomes of Surgically Treated Patients With Symptomatic Spinal Metastases: Results From Epidemiology, Process, and Outcomes of Spine Oncology (EPOSO), a Prospective, Multi-Institutional and International Study","year":2024,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Management of metastatic bone disease","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Spine Surgery Institute; University of British Columbia; University of Toronto; University Health Network; McGill University; Vancouver General Hospital; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"AO Foundation; National Cancer Institute; Orthopedic Research and Education Foundation","keywords":"Medicine; Prospective cohort study; Spinal cord compression; Quality of life (healthcare); Surgery; Epidemiology; Cancer; Internal medicine; Spinal cord","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":[0.002098085,0.0003696918,0.000463379,0.0008767692,0.0004098631,0.0007975188,0.0004797372,0.0005573508,0.0008248322],"category_scores_gemma":[0.004227615,0.0002587223,0.0008485973,0.001498959,0.0003428289,0.0006680877,0.0009722734,0.0006039793,0.0001773509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004022856,"about_ca_system_score_gemma":0.0004701004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002340053,"about_ca_topic_score_gemma":0.003940918,"domain_scores_codex":[0.9987593,0.000443767,0.0002099634,0.0002230707,0.0002274354,0.000136633],"domain_scores_gemma":[0.9959795,0.0006746608,0.002179862,0.0002646741,0.0003901511,0.0005111106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006122266,0.00008532594,0.9979898,0.00002835603,0.0002047392,0.00002604002,0.00006161178,0.00004057954,0.00006681993,0.00001022933,0.0001067611,0.0007674957],"study_design_scores_gemma":[0.0001161653,0.0003825006,0.9988103,0.00001498204,0.0001275039,0.0001360647,0.0001379938,0.00009069291,0.00003061004,0.00001525761,0.0001321932,0.000005762052],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984797,0.0003498601,0.00005272979,0.00002930649,0.000004816357,0.00003062849,0.000864532,0.000001507104,0.0001870363],"genre_scores_gemma":[0.9978938,0.0001852268,0.00007635633,0.00004257934,0.000015523,0.0000437799,0.001671575,0.000001699215,0.00006957993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002340053,"threshold_uncertainty_score":0.01109588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05282146512440085,"score_gpt":0.3824828267276768,"score_spread":0.3296613616032759,"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."}}