{"id":"W4250194478","doi":"10.1080/01621459.2016.1240080","title":"Comment","year":2016,"lang":"en","type":"article","venue":"Journal of the American Statistical Association","topic":"Pharmacogenetics and Drug Metabolism","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; National Institutes of Health","keywords":"Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001253828,0.00008614049,0.0002398149,0.00003877699,0.00009972396,0.00001064561,0.000254507,0.00004294092,0.000357823],"category_scores_gemma":[0.00106523,0.00004331532,0.0001086695,0.0001402691,0.0001311633,0.00004825098,0.00005565312,0.0003100174,0.00005557321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002703587,"about_ca_system_score_gemma":0.00006940029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005231902,"about_ca_topic_score_gemma":0.000001172938,"domain_scores_codex":[0.9982231,0.0007539839,0.0003896058,0.00007378592,0.0003323381,0.0002271386],"domain_scores_gemma":[0.996901,0.001572034,0.001089597,0.00008264332,0.0002057857,0.0001489116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004694772,0.00041581,0.1525013,0.00000610598,0.0005981445,0.00001856481,0.0001965142,0.00004038032,0.09172417,0.0108793,0.3251309,0.4180193],"study_design_scores_gemma":[0.001587123,0.000155364,0.1448307,0.00001163239,0.000312558,0.00001716669,0.0000344964,0.0001240494,0.01438317,0.008045811,0.8303736,0.0001243261],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8382328,0.000216431,0.02044548,0.1347087,0.003927052,0.0001840317,0.0003338545,0.00001821482,0.001933385],"genre_scores_gemma":[0.9867638,0.0003229133,0.001123661,0.01083975,0.0004287409,0.000002172677,4.72075e-7,0.000009360084,0.0005091405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5052426,"threshold_uncertainty_score":0.3917911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05815889986196997,"score_gpt":0.4345783331963923,"score_spread":0.3764194333344223,"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."}}