{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004660219,0.000430013,0.001082777,0.0009932024,0.0006447355,0.000957631,0.000676802,0.0006502929,0.0009538743],"category_scores_gemma":[0.006474765,0.0001637647,0.0005287285,0.0008807019,0.000521189,0.000959709,0.0005094442,0.0005566494,0.0004171163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005427485,"about_ca_system_score_gemma":0.0006210627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002790523,"about_ca_topic_score_gemma":0.005348789,"domain_scores_codex":[0.9987884,0.0005239693,0.0001807787,0.0001651407,0.0002101292,0.0001316064],"domain_scores_gemma":[0.9974263,0.0005341448,0.0004343415,0.0001905736,0.0009933163,0.000421322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005627375,0.0003610576,0.9509496,0.00004235819,0.00008673601,0.0004162586,0.0005957136,0.0003752576,0.001645768,0.00006778096,0.00106632,0.04383042],"study_design_scores_gemma":[0.0001040779,0.00332649,0.9836943,0.0001135862,0.00018035,0.003350052,0.002323948,0.003760949,0.001465789,0.0002756432,0.001342808,0.00006205501],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951998,0.001206654,0.001376765,0.0004136842,0.00005713561,0.00008990751,0.0001481545,0.00001743553,0.001490292],"genre_scores_gemma":[0.9959179,0.0007862014,0.002574573,0.0001094436,0.00006932393,0.00003553893,0.0002519392,0.00001810207,0.000236936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004660219,"threshold_uncertainty_score":0.02464586,"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."}}