{"id":"W2567002953","doi":"10.1007/s00586-016-4921-6","title":"The revised Tokuhashi score; analysis of parameters and assessment of its accuracy in determining survival in patients afflicted with spinal metastasis","year":2016,"lang":"en","type":"article","venue":"European Spine Journal","topic":"Management of metastatic bone disease","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hôpital Maisonneuve-Rosemont; McGill University Health Centre; Montreal General Hospital","funders":"","keywords":"Medicine; Univariate; Univariate analysis; Population; Statistical significance; Neurosurgery; Surgery; Multivariate analysis; Internal medicine; Statistics; Multivariate statistics","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":[0.002160547,0.0001696394,0.00059427,0.0006605961,0.00003977395,0.00003255233,0.0001784701,0.00001176833,0.00005689855],"category_scores_gemma":[0.001001697,0.00008886323,0.0001222662,0.0008068981,0.00009622202,0.0001649965,0.00009183173,0.000189496,9.338871e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005797832,"about_ca_system_score_gemma":0.00007758793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000039744,"about_ca_topic_score_gemma":0.00001340168,"domain_scores_codex":[0.9973751,0.000639846,0.0009048687,0.0002111434,0.0006248986,0.000244113],"domain_scores_gemma":[0.9984807,0.0001273232,0.0007466595,0.0002974984,0.0001978208,0.0001500452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008067008,0.000415622,0.8931947,0.0001285162,0.00113053,0.0001903096,0.0001120371,0.00005081029,0.0006244491,0.00003578202,0.00002262632,0.1032879],"study_design_scores_gemma":[0.006258647,0.001152276,0.9895318,0.0009424743,0.001307216,0.000004963276,0.0001414878,0.000420273,0.00004642899,0.000001882928,0.00009410001,0.00009848747],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974779,0.0001465354,0.0008124273,0.0003917037,0.00003894162,0.0003158389,0.000009678336,0.00000416059,0.0008027859],"genre_scores_gemma":[0.9957262,0.0003532199,0.003768269,0.00005487257,0.00001326635,0.000002451562,0.000004059246,0.00002086497,0.00005679702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1031894,"threshold_uncertainty_score":0.3623737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04197696210298678,"score_gpt":0.3258000402956516,"score_spread":0.2838230781926648,"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."}}