{"id":"W1851987558","doi":"10.1016/s2352-3026(15)00113-1","title":"The merits and limits of pooling data from nuclear power worker studies","year":2015,"lang":"en","type":"letter","venue":"The Lancet Haematology","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Pooling; Nuclear power; Nuclear engineering; Nuclear physics; Artificial intelligence; Engineering; Computer science","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":[0.0004831248,0.000177578,0.001124601,0.00004053524,0.0001145585,0.00002455831,0.0005781917,0.0002077591,0.00003228854],"category_scores_gemma":[0.0006858421,0.00009025757,0.00003524591,0.00007369516,0.0004405337,0.00006287327,0.0003325801,0.0008724742,0.00005726176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000139088,"about_ca_system_score_gemma":0.00005767647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003189753,"about_ca_topic_score_gemma":0.00001000313,"domain_scores_codex":[0.9987007,0.0001928815,0.0003111644,0.0002883603,0.000216913,0.0002900151],"domain_scores_gemma":[0.9973774,0.0008799317,0.0002582678,0.001354957,0.0001002222,0.00002922982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006540157,0.000004578194,0.0006006827,0.00006444814,0.0004632167,0.0001828267,0.0008444259,1.22066e-7,0.00001502344,0.0001249255,0.9968545,0.0007798235],"study_design_scores_gemma":[0.0005822792,0.00002660141,0.0006162575,0.0002562733,0.0003326761,0.0003929255,0.0004505534,0.0001000921,0.0000185443,0.001136894,0.9959869,0.0000999997],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0290206,0.04174227,0.000005999638,0.92594,0.0006226642,0.0002276255,0.00008340013,0.00003977706,0.00231769],"genre_scores_gemma":[0.08882951,0.01235413,0.0005803109,0.89064,0.005755377,0.00001505083,0.0004148933,0.0001145306,0.001296207],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05980891,"threshold_uncertainty_score":0.3790515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1824440252736359,"score_gpt":0.3768754171297347,"score_spread":0.1944313918560987,"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."}}