{"id":"W1990256102","doi":"10.1016/j.ejca.2008.02.030","title":"Predicting survival in patients with advanced disease","year":2008,"lang":"en","type":"article","venue":"European Journal of Cancer","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":281,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; University of British Columbia","funders":"","keywords":"Medicine; Disease; Cancer; Intensive care medicine; Malignancy; Palliative care; Anorexia; Performance status; Internal medicine","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":[0.0001540455,0.00007318427,0.0002107463,0.00007375361,0.00001768984,0.000001815491,0.00006035197,0.000005610071,0.00003732596],"category_scores_gemma":[0.0001635194,0.00005032413,0.00004828709,0.0001100907,0.00004781464,0.00009172328,0.00001185335,0.0001432933,0.000001982648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000047024,"about_ca_system_score_gemma":0.0001107796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006896101,"about_ca_topic_score_gemma":0.000005213471,"domain_scores_codex":[0.999134,0.00008506897,0.0002818974,0.00006841228,0.0003254966,0.0001051395],"domain_scores_gemma":[0.999227,0.00002940614,0.0002333053,0.0000781308,0.0002938276,0.0001383358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001565387,0.00007877288,0.9896914,0.00002613156,0.00004261547,0.0004127744,0.0009465399,0.0002275634,0.00003421858,0.000001113259,0.0001504314,0.006823099],"study_design_scores_gemma":[0.004125445,0.0004921409,0.9859242,0.001415437,0.00004059995,0.000002877153,0.00009025347,0.000007059308,0.0001262507,8.751455e-7,0.007722866,0.00005199646],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936139,0.003117619,0.00005254985,0.0001415949,0.0001785228,0.00005803213,0.000006873173,0.000004527771,0.002826395],"genre_scores_gemma":[0.998074,0.0009431026,0.0005162434,0.0000938805,0.0002084037,3.873718e-7,0.000001704717,0.00001786138,0.0001444348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007572435,"threshold_uncertainty_score":0.2052158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0595708918678473,"score_gpt":0.3516866171460519,"score_spread":0.2921157252782046,"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."}}