{"id":"W1516036279","doi":"10.1002/0470867205.ch3","title":"Design‐Based and Model‐Based Methods for Estimating Model Parameters","year":2003,"lang":"en","type":"other","venue":"","topic":"Advanced Statistical Methods and Models","field":"Mathematics","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"Statistics Canada","funders":"","keywords":"Estimator; Linear model; Computer science; Generalized linear model; Mathematics; Statistics; Applied mathematics; Algorithm","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00113549,0.0004997532,0.0008554846,0.0001685879,0.00007830183,0.00004001963,0.0001470651,0.0003778841,0.0001156294],"category_scores_gemma":[0.002174342,0.0004185351,0.0001300911,0.00006883026,0.0001036942,0.00003299769,0.00002399095,0.000200768,0.000001179321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004308195,"about_ca_system_score_gemma":0.000147317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004863634,"about_ca_topic_score_gemma":0.000002129807,"domain_scores_codex":[0.9980091,0.0003169691,0.000431721,0.0006350802,0.0001622067,0.0004448948],"domain_scores_gemma":[0.9937166,0.005270241,0.0002931904,0.000473566,0.00006048095,0.0001859141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000057421,0.0001200911,3.848547e-8,0.001278102,0.00008516455,0.000001525104,0.00003384154,0.6104913,0.0001589338,0.2383543,0.05548983,0.09392951],"study_design_scores_gemma":[0.0004341426,0.00003857111,3.971891e-10,0.0001038198,0.0001206311,3.808278e-7,0.000002177324,0.5437739,0.0002711909,0.4546538,0.0003149095,0.0002864742],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[5.110392e-8,0.00007051366,0.9563575,0.00003684058,0.00008002676,0.001496486,0.0001065079,0.0002659788,0.04158606],"genre_scores_gemma":[8.096093e-7,0.000003487392,0.8989822,0.0004881763,0.00001818298,0.0003509879,0.000011216,0.0006678986,0.09947709],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2162995,"threshold_uncertainty_score":0.9998267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3179416584332784,"score_gpt":0.5150282261027253,"score_spread":0.1970865676694468,"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."}}