{"id":"W2021189698","doi":"10.1002/cncr.20472","title":"Quality of life and survival prediction in terminal cancer patients","year":2004,"lang":"en","type":"article","venue":"Cancer","topic":"Cancer survivorship and care","field":"Medicine","cited_by":132,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Cohort; Internal medicine; Hazard ratio; Proportional hazards model; Confidence interval; Quality of life (healthcare); Cancer; Oncology; Anxiety; Cohort study; Nausea; Lung cancer; Psychiatry","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":[0.0001047589,0.00007694416,0.000228466,0.00005029085,0.00001514526,0.000003357023,0.00002837126,0.00005899721,0.000151058],"category_scores_gemma":[0.00003651252,0.00006958964,0.00003364432,0.0001317779,0.00005799749,0.00005335409,0.00001672906,0.00009719674,9.629184e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002023939,"about_ca_system_score_gemma":0.0002576436,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01682994,"about_ca_topic_score_gemma":0.02400033,"domain_scores_codex":[0.9992632,0.00002284052,0.0002276594,0.0001616976,0.0002022159,0.0001223867],"domain_scores_gemma":[0.9996299,0.00001424924,0.00006870592,0.0001023534,0.00009371596,0.00009111296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000306462,0.00007468734,0.98914,0.0002013053,0.00001719383,0.000001283783,0.0009119104,0.00003121406,0.0003972799,0.00005017803,0.00008248677,0.00878597],"study_design_scores_gemma":[0.002704099,0.00009254716,0.9950956,0.0001722203,0.0000165642,3.319275e-7,0.0001915475,0.000005991351,0.0005193591,0.00005314809,0.001083451,0.00006516595],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962546,0.001543069,0.00001373576,0.0003027948,0.0006808288,0.0001584355,0.0001269397,0.0000131558,0.0009064718],"genre_scores_gemma":[0.9989702,0.0003642401,0.000007491997,0.0002478053,0.0001731222,0.00005798342,0.00001247412,0.000009151613,0.0001574911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008720803,"threshold_uncertainty_score":0.9938091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03130698791748345,"score_gpt":0.3292225771622842,"score_spread":0.2979155892448008,"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."}}