{"id":"W4294243193","doi":"10.23889/ijpds.v7i3.1795","title":"Potentially non-beneficial interventions in the last 100 days of life of patients with cancer: A population-based retrospective cohort study.","year":2022,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Childhood Cancer Survivors' Quality of Life","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Bruyère; McMaster University; Ottawa Hospital","funders":"","keywords":"Retrospective cohort study; Medicine; Cohort; Cancer; Psychological intervention; Population; Cohort study; Oncology; Internal medicine; Intensive care medicine; Environmental health; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002873164,0.0001116938,0.0003021966,0.000557176,0.0003238483,0.00006260914,0.001323738,0.0000179315,0.0001658673],"category_scores_gemma":[0.0008653946,0.00008811104,0.0001046997,0.0007691416,0.00009735069,0.0006020163,0.0002438622,0.0002494657,2.351943e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004622068,"about_ca_system_score_gemma":0.0006267538,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007680384,"about_ca_topic_score_gemma":0.005501074,"domain_scores_codex":[0.9956516,0.0001233758,0.0009296755,0.0003474005,0.002788547,0.0001594254],"domain_scores_gemma":[0.9973571,0.0001168965,0.001001774,0.0004495095,0.001004346,0.00007042875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005516158,0.001097552,0.9892173,0.00002239232,0.00008766225,0.000001589041,0.0004876683,0.007729531,0.00001332616,0.0001644909,0.0001460287,0.0004807729],"study_design_scores_gemma":[0.002544465,0.0006221943,0.9920244,0.000140418,0.00008119854,0.000004240138,0.0006329766,0.003701506,0.000005022954,0.0001029112,0.00005614157,0.00008454424],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992907,0.00001825793,0.002218546,0.001108428,0.001053897,0.001093661,0.001571027,0.000006402783,0.00002277958],"genre_scores_gemma":[0.9976876,0.000002936176,0.0007684848,0.0002147704,0.0001554828,0.00005686013,0.001094725,0.00001129564,0.000007894906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00478055,"threshold_uncertainty_score":0.9989275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0463861446030322,"score_gpt":0.3797630712538961,"score_spread":0.3333769266508639,"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."}}