{"id":"W4240089836","doi":"10.22215/etd/2005-06221","title":"Invariance principles via studentization in linear structural and functional error-in-variables models","year":2005,"lang":"en","type":"dissertation","venue":"","topic":"Statistical and numerical algorithms","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Mathematics; Computer science; Humanities; Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.0001584954,0.0002583226,0.0004073067,0.0001533285,0.00004982355,0.00003789509,0.00009771409,0.0002440251,0.0004862909],"category_scores_gemma":[0.0002013184,0.000218955,0.0000345292,0.0002411903,0.00002717181,0.0001872166,0.00003431933,0.0003033212,0.000008390092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007663901,"about_ca_system_score_gemma":0.00005665419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000174652,"about_ca_topic_score_gemma":0.00257392,"domain_scores_codex":[0.9983853,0.00005158308,0.0005755731,0.0003977998,0.0003566927,0.0002330701],"domain_scores_gemma":[0.9992343,0.0003374917,0.000146813,0.0001267962,0.00008831487,0.00006624288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003630647,0.0003933758,0.003408727,0.0009144362,0.00009645768,0.00003165216,0.001479797,0.007658404,0.0001378908,0.9702603,0.000228253,0.01502764],"study_design_scores_gemma":[0.0006731018,0.00002844435,0.05669027,0.0001491062,0.00003382956,0.000004830242,0.0003136767,0.4872636,0.00004530016,0.4543997,0.00005126914,0.0003469246],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5687554,0.0005882717,0.4033567,0.0002172871,0.001554128,0.001609439,0.0001191039,0.000207315,0.02359237],"genre_scores_gemma":[0.6032166,0.0001915215,0.3569719,0.0001521456,0.0005435208,0.0001772914,0.001869492,0.0001241576,0.03675334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5158606,"threshold_uncertainty_score":0.8928725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06025286870213425,"score_gpt":0.3299864341691729,"score_spread":0.2697335654670386,"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."}}