{"id":"W2100219806","doi":"10.1111/j.1751-5823.2001.tb00470.x","title":"Estimation Methods and Related Systems at Statistics Canada","year":2001,"lang":"en","type":"article","venue":"International Statistical Review","topic":"demographic modeling and climate adaptation","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Statistics Canada","funders":"","keywords":"Small area estimation; Estimation; Estimator; Imputation (statistics); Weighting; Econometrics; Statistics; Data quality; Computer science; Geography; Mathematics; Missing data; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01470466,0.001735119,0.002002328,0.01130204,0.002736047,0.006332548,0.003511907,0.002054567,0.08110207],"category_scores_gemma":[0.08134121,0.001548041,0.001594287,0.02547255,0.002178082,0.002671418,0.00227304,0.004678428,0.04127144],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02366575,"about_ca_system_score_gemma":0.07722331,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6272568,"about_ca_topic_score_gemma":0.5074951,"domain_scores_codex":[0.9793265,0.006798611,0.002039479,0.001808775,0.009220424,0.0008061786],"domain_scores_gemma":[0.9393579,0.01815402,0.002511054,0.006837644,0.0321072,0.001032223],"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":[0.00003977084,0.0000605522,0.001481343,0.001076511,0.00008797045,0.0001112335,0.0002964589,0.007611826,0.0002266959,0.208091,0.4892271,0.2916897],"study_design_scores_gemma":[0.00004747414,0.00002587004,0.003567947,0.0007701269,0.00004571015,0.000145169,0.0001500318,0.01833029,0.0004706919,0.06905536,0.9072744,0.0001169679],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00114272,0.01736516,0.7006212,0.01148867,0.002754859,0.001855542,0.07862519,0.01892839,0.1672183],"genre_scores_gemma":[0.02256534,0.02964374,0.7674359,0.003163216,0.001520543,0.005471629,0.06867417,0.005078189,0.09644721],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9763343,"threshold_uncertainty_score":0.7498767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1095300191146729,"score_gpt":0.4777254414276073,"score_spread":0.3681954223129345,"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."}}