{"id":"W2091804549","doi":"10.1016/j.ijrobp.2008.03.019","title":"Validation of a Predictive Model for Survival in Metastatic Cancer Patients Attending an Outpatient Palliative Radiotherapy Clinic","year":2008,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Management of metastatic bone disease","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Palliative care; Radiation therapy; Internal medicine; Survival analysis; Oncology; Cancer; Predictive value; Prospective cohort study","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":[0.0008109181,0.0001958492,0.0006712673,0.000318538,0.00004476681,0.000007505274,0.0002527208,0.000102219,0.00005606893],"category_scores_gemma":[0.0005583203,0.0001780211,0.0002432935,0.0001681366,0.0001479292,0.0003803433,0.00002903067,0.0002547152,0.000001731656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008581213,"about_ca_system_score_gemma":0.0006563565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002080527,"about_ca_topic_score_gemma":0.000004647457,"domain_scores_codex":[0.9975419,0.0003280745,0.001198736,0.0002532808,0.0004732793,0.0002047086],"domain_scores_gemma":[0.9961538,0.0004812795,0.001819759,0.0001316683,0.001286775,0.0001267382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0040033,0.003451769,0.9439473,0.00005011462,0.001373326,0.00001370044,0.004284036,0.02270114,0.0005626181,0.001117179,0.0003703851,0.01812511],"study_design_scores_gemma":[0.0427947,0.008896624,0.3848149,0.0002524078,0.000861322,0.00001056171,0.0006206383,0.549929,0.001468432,0.00930543,0.0006354802,0.0004105907],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8555151,0.0001500277,0.1416297,0.0005055483,0.001065382,0.0007584828,0.0002970002,0.00001235165,0.00006635569],"genre_scores_gemma":[0.9845096,0.0006743613,0.01353121,0.0004387134,0.00037801,0.00007268539,0.0003176767,0.00003136335,0.00004635984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5591325,"threshold_uncertainty_score":0.725949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07409305379952144,"score_gpt":0.403143249352062,"score_spread":0.3290501955525406,"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."}}