{"id":"W998339644","doi":"10.1227/neu.0000000000000907","title":"Prediction of Quality of Life and Survival After Surgery for Symptomatic Spinal Metastases","year":2015,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Management of metastatic bone disease","field":"Medicine","cited_by":123,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Toronto Western Hospital","funders":"","keywords":"Medicine; Spinal surgery; Quality of life (healthcare); 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":[0.0005865825,0.000235258,0.0002143136,0.0005246993,0.00013123,0.0003437187,0.0001553608,0.0002708479,0.001508323],"category_scores_gemma":[0.003042176,0.0000831857,0.0003291696,0.000347373,0.0002237664,0.0002365938,0.0002951397,0.0003637726,0.0001642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000196796,"about_ca_system_score_gemma":0.000219758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001213109,"about_ca_topic_score_gemma":0.001321079,"domain_scores_codex":[0.9998016,0.00006369474,0.0000219885,0.00002983454,0.00004953153,0.00003339379],"domain_scores_gemma":[0.9984589,0.0004797133,0.0006089171,0.00003870686,0.0001353079,0.0002784059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007433934,0.00002471501,0.9973438,0.000007649345,0.00003558642,0.00002822604,0.00001350479,0.0001559157,0.0001037241,0.000008236564,0.00007565014,0.002128653],"study_design_scores_gemma":[0.00000878119,0.0001904345,0.9984639,0.000008984827,0.0000215461,0.0002216907,0.00003280629,0.0008616596,0.00006468119,0.00004397317,0.00007783328,0.000003762905],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989679,0.0003963833,0.0001587825,0.00007200058,0.0000051013,0.000005653625,0.0001868241,0.000003628309,0.0002038028],"genre_scores_gemma":[0.9996027,0.00008093916,0.00008196935,0.000009073781,0.000004557196,0.000002966946,0.0001852348,4.667418e-7,0.00003212691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001508323,"threshold_uncertainty_score":0.005045831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.126054457214234,"score_gpt":0.32720131704171,"score_spread":0.201146859827476,"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."}}