{"id":"W4230084435","doi":"10.1080/00949655.2019.1586298","title":"Preface","year":2019,"lang":"en","type":"article","venue":"Journal of Statistical Computation and Simulation","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Regina; Brock University","funders":"","keywords":"Mathematics; Applied mathematics; Statistics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0003379619,0.00006768823,0.000160632,0.000117081,0.00003165257,0.00005125082,0.00003165553,0.00003291148,0.0001825161],"category_scores_gemma":[0.0002115658,0.00005752673,0.00002311308,0.000103227,0.00002697575,0.0002625667,0.00001043166,0.0001175198,0.0002174137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003858049,"about_ca_system_score_gemma":0.00002962461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001253107,"about_ca_topic_score_gemma":2.99262e-7,"domain_scores_codex":[0.9990411,0.00009109859,0.0003849724,0.0000790886,0.0003202261,0.00008354575],"domain_scores_gemma":[0.9985515,0.0007260112,0.0002798506,0.00003413459,0.0003185969,0.00008989371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001901634,0.00004240326,0.006016161,0.00002329109,0.00001859049,0.000005205986,0.0002176719,0.970637,0.0006535122,0.006936654,0.0002578179,0.01500157],"study_design_scores_gemma":[0.0009928044,0.000235804,0.1139499,0.00001982883,0.0000201282,0.00001887399,0.00005073802,0.8740087,0.00001470914,0.01000502,0.0006188795,0.00006465422],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4748913,0.00002220664,0.5244451,0.00003745013,0.00009857455,0.00007141066,0.000008739073,0.000009362204,0.0004158141],"genre_scores_gemma":[0.9739017,0.00000159074,0.02593918,0.00004997839,0.00004518328,1.239112e-7,0.000009093932,0.00001228464,0.00004079643],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4990104,"threshold_uncertainty_score":0.2794486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0197163998339197,"score_gpt":0.3353028415062566,"score_spread":0.3155864416723368,"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."}}