{"id":"W2099575342","doi":"10.1016/j.ijrobp.2006.03.013","title":"Successful validation of a survival prediction model in patients with metastases in the spinal column","year":2006,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Management of metastatic bone disease","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"Response Biomedical (Canada); University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Radiation therapy; Cancer; Survival analysis; Prognostic model; Palliative care; Prospective cohort study; Clinical trial; Overall survival; Surgery; Internal medicine; Oncology; Physical therapy","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":[0.004509345,0.0007108126,0.000493665,0.0007303373,0.0003973786,0.0007369976,0.0006167567,0.0007501174,0.00124114],"category_scores_gemma":[0.01234431,0.0001937098,0.000514633,0.0004039218,0.0002373384,0.0002764255,0.0005116274,0.0006145791,0.0006063316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005200107,"about_ca_system_score_gemma":0.001165673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005945628,"about_ca_topic_score_gemma":0.004577515,"domain_scores_codex":[0.9989913,0.0005242183,0.00007108786,0.00017221,0.0001651642,0.00007597242],"domain_scores_gemma":[0.9921995,0.005849325,0.0002427732,0.0004502809,0.001027532,0.0002306448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002748749,0.0012205,0.6390105,0.0001231931,0.0006623329,0.0006011735,0.0002502332,0.1840435,0.008542603,0.0005273143,0.007236946,0.155033],"study_design_scores_gemma":[0.0002008228,0.0005278941,0.08993158,0.00002750366,0.0002366666,0.0003201423,0.00009369746,0.9016248,0.005386235,0.0005123957,0.00111489,0.00002345774],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9654894,0.0001309303,0.03007904,0.0004578472,0.0001040352,0.000130238,0.002016443,0.0004822307,0.001109894],"genre_scores_gemma":[0.9912747,0.00002712021,0.006264791,0.00004275874,0.00001998742,0.00005231117,0.001969279,0.00001962496,0.0003294921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005945628,"threshold_uncertainty_score":0.023848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01803908803101225,"score_gpt":0.3105428819605206,"score_spread":0.2925037939295084,"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."}}