{"id":"W2993193240","doi":"","title":"Comparative Study of Complex Survey Estimation Software in ONS","year":2015,"lang":"en","type":"article","venue":"RePEc: Research Papers in Economics","topic":"demographic modeling and climate adaptation","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Weighting; Calibration; Computer science; Software; Sample (material); Statistics; Sampling (signal processing); Data mining; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04275271,0.001040428,0.001078198,0.004884198,0.001095065,0.005401851,0.004184087,0.001401525,0.01738135],"category_scores_gemma":[0.2377649,0.0009672688,0.001843004,0.009758979,0.001546133,0.0077458,0.005884476,0.001298178,0.003834077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008398288,"about_ca_system_score_gemma":0.00738049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03953314,"about_ca_topic_score_gemma":0.04105628,"domain_scores_codex":[0.9383503,0.03579191,0.004987613,0.003389019,0.0154323,0.002048774],"domain_scores_gemma":[0.661563,0.2520044,0.008859986,0.02413683,0.05097176,0.002464048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00486117,0.001650411,0.09525695,0.00378086,0.0006921564,0.001117875,0.01715365,0.02869779,0.002165555,0.04981352,0.044894,0.7499161],"study_design_scores_gemma":[0.0010714,0.004239168,0.3020931,0.003746041,0.0009497372,0.002378557,0.02496116,0.2181279,0.00725243,0.02339894,0.4108098,0.0009718294],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6618789,0.002307303,0.165487,0.004236844,0.000570594,0.003755247,0.01046874,0.0120377,0.1392576],"genre_scores_gemma":[0.6112521,0.003322907,0.3273768,0.001474482,0.0002036353,0.003897259,0.02109559,0.006082161,0.02529503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04275271,"threshold_uncertainty_score":0.2261007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4788707776387428,"score_gpt":0.4935673682741669,"score_spread":0.01469659063542406,"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."}}