{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009514822,0.0002788833,0.001313112,0.0002729739,0.00003963382,0.00001588674,0.00005585862,0.00006867343,0.00001640315],"category_scores_gemma":[0.005591786,0.0001756429,0.0001206708,0.0001854853,0.0005401715,0.0001494717,0.0001166671,0.0001938584,5.678655e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002689455,"about_ca_system_score_gemma":0.0001601345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001018029,"about_ca_topic_score_gemma":0.00001901718,"domain_scores_codex":[0.9966726,0.0003390459,0.001719796,0.0006878743,0.0003975405,0.000183103],"domain_scores_gemma":[0.9970544,0.001612247,0.0006307003,0.000251652,0.000260614,0.0001903672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002819551,0.003875991,0.9847056,0.0002177254,0.002142088,0.00043749,0.0001498014,0.000003825548,0.000006143543,0.00004402207,0.00003533644,0.005562479],"study_design_scores_gemma":[0.009793093,0.002287142,0.9850226,0.0002220644,0.001354408,0.00002250897,0.0001458466,0.0009217276,0.000004809291,0.00005602868,0.00003925744,0.0001304873],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971367,0.0001814051,0.00006738518,0.0005266486,0.0002533362,0.001370528,0.0003636825,0.00005171764,0.00004861833],"genre_scores_gemma":[0.9980066,0.00006495733,0.001421691,0.0002067395,0.00001294333,0.00003816121,0.0001884432,0.00001911827,0.00004136225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006973542,"threshold_uncertainty_score":0.7162508,"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."}}