{"id":"W1985359509","doi":"10.1111/j.1740-9713.2010.00457.x","title":"US Census: Unsustainable?","year":2010,"lang":"en","type":"article","venue":"Significance","topic":"Census and Population Estimation","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Census; American Community Survey; Geography; RSS; Demography; Population; Sociology; 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":[0.0002163797,0.00008954292,0.000104331,0.00003747326,0.00009926331,0.00002443916,0.0001017831,0.00006716012,0.0002936566],"category_scores_gemma":[0.000370877,0.00008292397,0.00003548092,0.0001419428,0.00004189108,0.00008070264,0.00001415391,0.0001739924,0.00004551468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002258755,"about_ca_system_score_gemma":0.00003459757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005114181,"about_ca_topic_score_gemma":0.00007208427,"domain_scores_codex":[0.9993049,0.00001958922,0.0001825072,0.0001534708,0.0001492487,0.0001902722],"domain_scores_gemma":[0.9993134,0.0001296889,0.00009378415,0.0002872358,0.0001156252,0.00006029781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001700218,0.00009085154,0.01510125,0.0001067544,0.000009762431,0.000009372173,0.0002343067,0.00004529079,0.009443929,0.9511194,0.01613632,0.007685763],"study_design_scores_gemma":[0.0006251892,0.00004168941,0.07824596,0.00002466686,0.00003452761,0.00001776483,0.0001259627,0.003983594,0.005445805,0.6044714,0.3065026,0.0004808805],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9732223,0.0000157823,0.004193708,0.0008316981,0.0006349313,0.0003360886,0.0000227854,0.0002160878,0.02052667],"genre_scores_gemma":[0.9824339,0.000001829054,0.01523421,0.00007776856,0.0001752713,0.0000187087,0.0000129648,0.00001724553,0.002028069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.346648,"threshold_uncertainty_score":0.3381541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03352175982167976,"score_gpt":0.321474306218722,"score_spread":0.2879525463970423,"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."}}