{"id":"W2963171586","doi":"10.1162/rest_a_00714","title":"Measuring the Graph Concordance of Locally Dependent Observations","year":2017,"lang":"en","type":"article","venue":"The Review of Economics and Statistics","topic":"Spatial and Panel Data Analysis","field":"Economics, Econometrics and Finance","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Concordance; Homophily; Mathematics; Graph; Permutation (music); Dependency graph; Dependency (UML); Confidence interval; Measure (data warehouse); Statistics; Empirical measure; Econometrics; Computer science; Discrete mathematics; Combinatorics; Data mining; Artificial intelligence; Medicine","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":[0.0009175055,0.00008788425,0.0004442485,0.00002492588,0.0002479686,0.0000487923,0.0005272083,0.00002118768,0.00004893246],"category_scores_gemma":[0.0003416514,0.00006145598,0.00007921144,0.00003488955,0.0002282124,0.0000865602,0.0001101101,0.00006738184,0.00001049585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001030736,"about_ca_system_score_gemma":0.00002182523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001034426,"about_ca_topic_score_gemma":0.0005189005,"domain_scores_codex":[0.999036,0.00001737631,0.0006859518,0.00014414,0.00001858355,0.00009792011],"domain_scores_gemma":[0.9978923,0.0001654606,0.001138704,0.0007148579,0.00006003127,0.00002864192],"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":[0.000004388142,0.00001625431,0.01370974,0.0007198189,0.0001356213,2.416002e-7,0.00006266325,0.0001211573,0.000001621357,0.9730489,0.0004396447,0.01173992],"study_design_scores_gemma":[0.000848946,0.0001451236,0.3197227,0.001861413,0.00044526,0.00001049657,0.0001229121,0.02747538,0.00009653423,0.5712346,0.07741743,0.0006191825],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.2281742,0.5198908,0.1889018,0.01532586,0.001434355,0.002069128,0.02329156,0.00001890269,0.02089343],"genre_scores_gemma":[0.4729203,0.5237641,0.002703511,0.0003972685,0.00003960072,0.00001276041,0.00003349877,0.000009753946,0.0001191852],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4018143,"threshold_uncertainty_score":0.2506102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1208340525123649,"score_gpt":0.2577874013335849,"score_spread":0.13695334882122,"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."}}