{"id":"W6885822324","doi":"10.1371/journal.pone.0232252.s002","title":"Canadian ethnicity distribution as estimated through the 2016 Canadian Census, among males aged 0–14.","year":2020,"lang":"en","type":"article","venue":"Figshare","topic":"Census and Population Estimation","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Ethnic group; Distribution (mathematics); Population; Census; Statistical analysis","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006564276,0.0001668695,0.0001498139,0.00002712361,0.0004501388,0.00008306939,0.0002187805,0.0001549579,0.04467076],"category_scores_gemma":[0.003515974,0.0001331922,0.00006674719,0.000280476,0.00001348009,0.0001710382,0.00002891953,0.0002419357,0.001252898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003566448,"about_ca_system_score_gemma":0.0004782945,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6679013,"about_ca_topic_score_gemma":0.9172161,"domain_scores_codex":[0.9989026,0.00007886531,0.0002433193,0.0002094004,0.0001876305,0.0003781544],"domain_scores_gemma":[0.9988551,0.0001718107,0.0001242583,0.0002475867,0.0001586042,0.0004426022],"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":[0.000003558438,0.000005155679,0.001253294,0.00006972231,0.00001389918,0.00002257487,0.0006062337,0.0001591113,0.000002257776,0.001858255,0.9955907,0.0004151652],"study_design_scores_gemma":[0.0004986883,0.00004541042,0.3316088,0.001181786,0.00006682032,0.00002087717,0.0001832653,0.02272656,0.0001726259,0.008339351,0.6344915,0.0006643231],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.04314961,0.0001897179,0.00005933932,0.02060157,0.0001557283,0.001221208,0.9231975,0.0003119234,0.01111339],"genre_scores_gemma":[0.7926982,0.000001749776,0.0001588094,0.0009374876,0.0001081799,0.00004253868,0.2058081,0.00002338653,0.0002215657],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.7495486,"threshold_uncertainty_score":0.9995247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1395245780855827,"score_gpt":0.3308861089552553,"score_spread":0.1913615308696726,"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."}}