{"id":"W1442423907","doi":"10.1017/cbo9780511921803.006","title":"Error Estimation","year":2011,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Statistical and numerical algorithms","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Measure (data warehouse); Computer science; Estimation; Value (mathematics); Statistics; Algorithm; Mathematics; Machine learning; Data mining; Engineering","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":[0.008675666,0.001610639,0.001637505,0.001627819,0.0007615438,0.003604834,0.002824767,0.002174545,0.03292215],"category_scores_gemma":[0.05001227,0.0006901937,0.00147846,0.001940061,0.001467691,0.003522213,0.002821448,0.003184113,0.01764642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001350665,"about_ca_system_score_gemma":0.001610666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002764682,"about_ca_topic_score_gemma":0.002854703,"domain_scores_codex":[0.9925092,0.002944533,0.0004092919,0.001563002,0.00222254,0.0003514386],"domain_scores_gemma":[0.9884869,0.006546524,0.0004971284,0.002094788,0.002252755,0.0001218246],"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":[0.0001185678,0.00005711892,0.001852075,0.0005025725,0.0001673693,0.0001083143,0.0003181981,0.05304291,0.001306931,0.4980961,0.04369674,0.4007331],"study_design_scores_gemma":[0.00004472617,0.0001296704,0.001980016,0.0007524809,0.000141411,0.0005548553,0.0002430052,0.2459089,0.008745129,0.526549,0.2148463,0.0001043925],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0006488842,0.001192573,0.9828618,0.0007018048,0.0004264209,0.00005650971,0.0002462842,0.0003938249,0.01347196],"genre_scores_gemma":[0.09897269,0.004819218,0.7654383,0.001787556,0.001165942,0.0005943609,0.002602347,0.001459221,0.1231603],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03292215,"threshold_uncertainty_score":0.1101356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07670954408268278,"score_gpt":0.2550024746314881,"score_spread":0.1782929305488053,"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."}}