{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008462411,0.001591445,0.001297148,0.001790001,0.0004798442,0.001988673,0.001543518,0.002039514,0.009810971],"category_scores_gemma":[0.02444569,0.0009740025,0.001185205,0.002346125,0.001479621,0.00206876,0.001399994,0.00295638,0.005211093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001094955,"about_ca_system_score_gemma":0.00123517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006059319,"about_ca_topic_score_gemma":0.0009758566,"domain_scores_codex":[0.9903673,0.00571291,0.0003941798,0.0008758779,0.002530239,0.0001194415],"domain_scores_gemma":[0.9909657,0.006508587,0.0005228976,0.0011745,0.0007655883,0.00006267345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006174203,0.00009139339,0.001147091,0.0009626108,0.00014424,0.00006953187,0.0001523218,0.02304989,0.002969232,0.4576841,0.01859202,0.4950758],"study_design_scores_gemma":[0.0001055085,0.0001973533,0.002337288,0.0006247397,0.0001894536,0.0007180817,0.00008723001,0.1096531,0.01012032,0.7099485,0.1658822,0.0001362698],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0001931613,0.001135395,0.9952126,0.0001778108,0.0000817636,0.0000298564,0.00005845744,0.00009615665,0.003014799],"genre_scores_gemma":[0.01820724,0.005210679,0.9613751,0.0006386593,0.0002826279,0.0006082146,0.0003967943,0.0002748986,0.01300588],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009810971,"threshold_uncertainty_score":0.04475409,"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."}}