{"id":"W7095173072","doi":"","title":"Metadata an Integral Part of Statistics Canada Data Quality Framework. Paper prepared for","year":2007,"lang":"en","type":"article","venue":"","topic":"Census and Population Estimation","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metadata; Interpretability; Quality assurance; Data quality; Quality (philosophy); Set (abstract data type); Quality management; Metadata repository; Data management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001187575,0.00008913311,0.0002006281,0.00001456521,0.00004566044,0.00001843527,0.0002560613,0.0000573843,0.0002953552],"category_scores_gemma":[0.002314895,0.00007407692,0.00001435487,0.00006833248,0.00002002479,0.0003338457,0.00005940979,0.00006162967,2.848075e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004108331,"about_ca_system_score_gemma":0.0001790328,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1449369,"about_ca_topic_score_gemma":0.8710671,"domain_scores_codex":[0.9987937,0.00004119168,0.000572756,0.0001877866,0.0002497492,0.0001548213],"domain_scores_gemma":[0.99734,0.001246519,0.0002152331,0.0009336068,0.0001903846,0.00007428233],"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":[0.00006938928,0.0001094802,0.003101007,0.0001548018,0.00004773641,5.816713e-7,0.0001639651,0.00002002957,0.00003860362,0.8956213,0.09093361,0.009739495],"study_design_scores_gemma":[0.001062753,0.00015633,0.03333833,0.0001185699,0.0003346423,0.000004383955,0.001286297,0.04860753,0.001152413,0.7342886,0.1789259,0.000724214],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02841504,0.00001062428,0.9652685,0.0001176669,0.0001911733,0.0002878317,0.005213325,0.00002692763,0.0004689199],"genre_scores_gemma":[0.2836593,0.000001838923,0.7123039,0.0001545294,0.00006639837,0.00000209138,0.003262834,0.00001289856,0.0005362133],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7261302,"threshold_uncertainty_score":0.860757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2498112390304159,"score_gpt":0.4550443543126595,"score_spread":0.2052331152822436,"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."}}