{"id":"W4396839023","doi":"10.1007/978-3-031-51609-2_4","title":"Regression Models","year":2023,"lang":"en","type":"book-chapter","venue":"Springer series in statistics","topic":"Monetary Policy and Economic Impact","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Statistics; Mathematics","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003082231,0.0003675417,0.000774384,0.0004238503,0.00006905301,0.00006452682,0.0002822213,0.0003561657,0.001325029],"category_scores_gemma":[0.00006465534,0.0004515563,0.00009612207,0.00003679305,0.0001208669,0.0002565144,0.0001729429,0.0004463186,0.003568376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001807246,"about_ca_system_score_gemma":0.0000222386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002465747,"about_ca_topic_score_gemma":0.0002082724,"domain_scores_codex":[0.9980473,0.000004590418,0.0009496726,0.0005457983,0.00004217119,0.0004104598],"domain_scores_gemma":[0.9987448,0.00007982368,0.0004936599,0.0005705965,0.0000106969,0.0001004464],"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":[0.00002212037,0.000006308016,0.0001846272,0.00008626714,0.00004683164,0.0000563347,0.0002621827,0.001664048,1.103091e-7,0.9846825,0.01201086,0.0009777833],"study_design_scores_gemma":[0.000169054,0.00003966192,0.0003080151,0.0001093351,0.00000623404,0.00000411549,0.000008108083,0.0065787,0.000001126459,0.8229188,0.1694189,0.0004379795],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001703553,0.001301814,0.006661279,0.0002146195,0.001912002,0.0002730183,0.007161774,0.000114539,0.9821906],"genre_scores_gemma":[0.005599695,0.005467033,0.008758804,0.000159988,0.0003254693,0.00001629805,0.0002839534,0.0001949774,0.9791938],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1617637,"threshold_uncertainty_score":0.9997936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1294935680733354,"score_gpt":0.2545386326436083,"score_spread":0.1250450645702729,"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."}}