{"id":"W2765093579","doi":"10.1136/bmjpo-2017-000082","title":"Validation of a classification system for treatment-related mortality in children with cancer","year":2017,"lang":"en","type":"article","venue":"BMJ Paediatrics Open","topic":"Childhood Cancer Survivors' Quality of Life","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Leeds; National Institute for Health and Care Research","keywords":"Medicine; Cause of death; Attribution; Disease; Cohen's kappa; Psychological intervention; Family medicine; Pediatrics; Emergency medicine; Internal medicine; Psychology; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009691381,0.000157542,0.0005443214,0.0001099053,0.0001326733,0.00008504216,0.0003635232,0.0001176667,0.00001357868],"category_scores_gemma":[0.0002282033,0.0001281822,0.00008305279,0.0001667687,0.00005521603,0.0002738734,0.00007225857,0.0000598722,0.000004341492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003433181,"about_ca_system_score_gemma":0.0006054629,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01579743,"about_ca_topic_score_gemma":0.001342069,"domain_scores_codex":[0.9984788,0.0000808294,0.000591068,0.0003568305,0.0003081898,0.0001842357],"domain_scores_gemma":[0.997831,0.00007995844,0.0009079774,0.000901696,0.0001870361,0.00009235932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000303121,0.0002208166,0.9961523,0.0001898232,0.0002415861,0.00000117998,0.000444609,0.00002708702,0.00009165656,0.0004903314,0.0001591221,0.001678301],"study_design_scores_gemma":[0.007654488,0.0003270683,0.988602,0.0002160208,0.0004509684,0.00000838625,0.0002999584,0.0002534169,0.001925756,0.00005068842,0.00005873098,0.0001525016],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908572,0.0001262356,0.0001123792,0.00117261,0.0001609376,0.005721969,0.0002079087,0.00002792799,0.001612823],"genre_scores_gemma":[0.9976863,0.00008239484,0.0006979712,0.00003164597,0.0002136596,0.0008526756,0.0002316063,0.00002781523,0.0001759786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01445536,"threshold_uncertainty_score":0.9907565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09296313476015278,"score_gpt":0.4080670333755221,"score_spread":0.3151038986153693,"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."}}