{"id":"W4306968178","doi":"10.1016/j.wneu.2022.10.061","title":"Which Scoring System Is the Most Accurate for Assessing Survival Prognosis in Patients Undergoing Surgery for Spinal Metastases from Lung Cancer? A Single-Center Experience","year":2022,"lang":"en","type":"article","venue":"World Neurosurgery","topic":"Management of metastatic bone disease","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Lung cancer; Single Center; Scoring system; Metastasis; Cancer; Surgery; Lung; Internal medicine; Oncology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001072289,0.0003304108,0.0006948873,0.000469904,0.0005389643,0.0002390261,0.0002197082,0.00002018315,0.00007796921],"category_scores_gemma":[0.001179724,0.0002939512,0.0002963928,0.00123555,0.00004373131,0.0003582817,0.0002458021,0.0002161983,6.658146e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003955104,"about_ca_system_score_gemma":0.0003596244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009707008,"about_ca_topic_score_gemma":0.0001699183,"domain_scores_codex":[0.9964705,0.0003868733,0.0009131364,0.0007681323,0.0007972487,0.0006641443],"domain_scores_gemma":[0.995399,0.00332568,0.0005268753,0.0004343799,0.0001659331,0.0001481586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001646255,0.0008606894,0.9866507,0.001557106,0.0001627759,0.00005284531,0.0002857685,0.0001632178,0.0002361467,0.00004332976,0.006013657,0.002327492],"study_design_scores_gemma":[0.01333817,0.0005901736,0.9107242,0.00765703,0.002258335,0.00001748593,0.009342358,0.04029737,0.003077916,0.00003735397,0.01077843,0.001881165],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908761,0.0002790061,0.0007235697,0.001847964,0.002694451,0.00281631,0.0005846403,0.0001010286,0.00007690452],"genre_scores_gemma":[0.993634,0.00001090354,0.000247597,0.001565443,0.0001522945,0.003986301,0.0002079142,0.00008749976,0.0001080153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0759265,"threshold_uncertainty_score":0.9999512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07720884127988992,"score_gpt":0.3282548034031487,"score_spread":0.2510459621232588,"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."}}