{"id":"W7065224930","doi":"","title":"Econometric Identification","year":2018,"lang":"en","type":"book-chapter","venue":"Research Portal (Queen's University Belfast)","topic":"Power Transformer Diagnostics and Insulation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Identification (biology); Econometric model; Estimation; Sample (material)","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":[0.0004082237,0.0002643734,0.0002674124,0.001725769,0.0002405687,0.0000830459,0.0004263108,0.0003965573,0.003858493],"category_scores_gemma":[0.00003558594,0.0003404432,0.0001537598,0.0003147696,0.0002164155,0.0003794406,0.00009017099,0.0007116486,0.001913944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003891019,"about_ca_system_score_gemma":0.0001217932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007313823,"about_ca_topic_score_gemma":0.00001859272,"domain_scores_codex":[0.9982212,0.00002260895,0.0002788229,0.0004040976,0.0005976402,0.0004756619],"domain_scores_gemma":[0.9987121,0.0001286833,0.00006521332,0.0004554586,0.000391059,0.0002475495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009676786,0.0001675088,0.0004008271,0.001027108,0.001372188,0.0009476703,0.0007098098,0.001322578,0.0002011177,0.6190209,0.3586943,0.01603924],"study_design_scores_gemma":[0.0003451306,0.0001247949,0.002813493,0.0001507632,0.00006611527,0.000003171583,0.00008755962,0.0007334574,0.000170038,0.004571916,0.9903975,0.0005360222],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002762535,0.00009205048,0.000936294,0.0001418799,0.0004028612,0.0004922863,0.0003695997,0.0002263134,0.9945762],"genre_scores_gemma":[0.3871175,0.004714209,0.0000781395,0.000007040647,0.0003477167,0.000001912158,0.000783571,0.0001177644,0.6068321],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6317033,"threshold_uncertainty_score":0.9999048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02346088724874771,"score_gpt":0.2459017216119094,"score_spread":0.2224408343631617,"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."}}