{"id":"W2136100234","doi":"10.25336/p6b02v","title":"Evaluation of small area population estimates produced by Housing Unit, Ratio-correlation and Component Method II compared to 2000 Census counts","year":2012,"lang":"en","type":"article","venue":"Canadian Studies in Population","topic":"demographic modeling and climate adaptation","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Census; Statistics; Unit (ring theory); Population; Correlation; Estimation; Component (thermodynamics); Small area estimation; Population size; Geography; Econometrics; Mathematics; Demography; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004645743,0.0001240019,0.0002551535,0.0005555705,0.0002471172,0.00003339503,0.00007618242,0.00006632649,0.00002461166],"category_scores_gemma":[0.001870235,0.0001172,0.00002425313,0.0006830379,0.00002749133,0.0002404984,0.000025341,0.00006329813,0.000006995716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003870681,"about_ca_system_score_gemma":0.00005639165,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01832743,"about_ca_topic_score_gemma":0.0332264,"domain_scores_codex":[0.9978782,0.0003021768,0.0005924681,0.0002643046,0.0007407103,0.0002221165],"domain_scores_gemma":[0.9985277,0.0002403949,0.0002443363,0.0001991438,0.0006598387,0.000128554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002874619,0.00004979998,0.7598298,0.00001932679,0.00004751434,2.706015e-7,0.005163827,0.1363335,0.0003489755,0.0009535251,0.002006024,0.09521865],"study_design_scores_gemma":[0.0002723277,0.00001795146,0.5253048,0.00006050473,0.00007548546,0.000001213542,0.0009926665,0.4697839,0.00003277178,0.003052765,0.0002641435,0.0001414322],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925801,0.001380752,0.004450359,0.0001793011,0.000574233,0.0004790714,0.00004838298,0.00001714236,0.000290664],"genre_scores_gemma":[0.9960402,0.00001519151,0.003572215,0.00004397141,0.00003465476,0.00002273194,0.0002330007,0.00001017976,0.00002781927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3334504,"threshold_uncertainty_score":0.9882096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3714267204737527,"score_gpt":0.4521382498495952,"score_spread":0.08071152937584253,"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."}}