{"id":"W4383873786","doi":"10.1002/pbc.30569","title":"Children's Oncology Group's 2023 blueprint for research","year":2023,"lang":"en","type":"article","venue":"Pediatric Blood & Cancer","topic":"Childhood Cancer Survivors' Quality of Life","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; National Institutes of Health","keywords":"Medicine; Oncology; Clinical trial; Malignancy; Cancer; Internal medicine; Intensive care medicine; Disease; Pediatrics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00312781,0.0002768687,0.0006752758,0.000688471,0.0002946066,0.00003712991,0.0003745524,0.0002992477,0.000408778],"category_scores_gemma":[0.0008476915,0.000272607,0.0002864782,0.002231841,0.0001462186,0.00008826153,0.0002914969,0.000811305,0.0005374429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002526945,"about_ca_system_score_gemma":0.001096361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002944633,"about_ca_topic_score_gemma":0.001072229,"domain_scores_codex":[0.9959685,0.0002428955,0.000637676,0.0008911434,0.001067669,0.00119216],"domain_scores_gemma":[0.9970964,0.001137016,0.0001701872,0.0007098462,0.0004187908,0.0004677615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009750462,0.001543667,0.4983217,0.001847025,0.0009119703,0.000113443,0.002885498,0.00005449865,0.000549926,0.001249442,0.4674524,0.02409537],"study_design_scores_gemma":[0.01311036,0.002808223,0.8171284,0.0001855143,0.001661868,0.00008040422,0.0008320574,0.0001138055,0.0007865315,0.002312586,0.1601257,0.0008544974],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9687081,0.005309691,0.00005913293,0.01967482,0.001580076,0.002194512,0.000251254,0.0004711691,0.001751256],"genre_scores_gemma":[0.9432482,0.01475706,0.001393203,0.002699318,0.02980441,0.002901182,0.0003143672,0.0002056588,0.004676668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3188067,"threshold_uncertainty_score":0.9999726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1093671105281837,"score_gpt":0.4467555704809553,"score_spread":0.3373884599527716,"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."}}