{"id":"W2002579858","doi":"10.1080/02664763.2011.580336","title":"A spatial random-effects model for interzone flows: commuting in Northern Ireland","year":2011,"lang":"en","type":"article","venue":"Journal of Applied Statistics","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Econometrics; Variable (mathematics); Estimation; Geography; Latent variable; Mathematics; Statistics; Computer science; Economics","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":[0.000995154,0.00009087761,0.0002956346,0.00006917153,0.0001383237,0.00002693284,0.0002243885,0.00006939856,0.00001998075],"category_scores_gemma":[0.0001523421,0.00007804613,0.00006098901,0.0000793377,0.00009780029,0.00008646766,0.00001185642,0.0002129936,0.000001418956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007273238,"about_ca_system_score_gemma":0.0001796032,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005071741,"about_ca_topic_score_gemma":0.04793596,"domain_scores_codex":[0.9989242,0.00003756362,0.0004940828,0.00009104078,0.0002333958,0.000219747],"domain_scores_gemma":[0.9989998,0.00036457,0.0003253669,0.00007591245,0.0001422065,0.00009217311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.01184415,0.001781714,0.4669981,0.0005811396,0.0002888151,0.0001712142,0.3336055,0.002969844,0.0006654222,0.03078319,0.001234377,0.1490766],"study_design_scores_gemma":[0.03277496,0.0008201472,0.1038083,0.0004750583,0.0006049738,0.000003853429,0.009303196,0.2841136,0.0007561757,0.5651687,0.0009960461,0.001174946],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3661979,0.00002395747,0.6313067,0.00001655499,0.0001452348,0.0002587456,0.00002559685,0.000006115986,0.002019195],"genre_scores_gemma":[0.9446778,0.00001219304,0.05508671,0.00003652314,0.0001389334,0.000007927893,0.000003751686,0.00001026189,0.00002595391],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5784798,"threshold_uncertainty_score":0.9694367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03238235178081022,"score_gpt":0.2910053184840901,"score_spread":0.2586229667032798,"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."}}