{"id":"W4387553970","doi":"10.55650/igj.1965.1037","title":"Changes in population and farm holdings in Northern Ireland","year":2017,"lang":"en","type":"article","venue":"Irish Geography","topic":"Rural development and sustainability","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Geography; Agricultural economics; Population; Northern ireland; Business; Economics; Demography; History; Sociology; Ethnology","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":[0.0001912716,0.0000679485,0.00009558856,0.00002777899,0.0001565003,0.00009726221,0.0001179666,0.00005684631,0.00001277711],"category_scores_gemma":[0.0000375525,0.00002816684,0.00002254043,0.0001173502,0.00004637359,0.0001053731,0.00005417547,0.00006158902,9.835927e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001020449,"about_ca_system_score_gemma":0.000001235156,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.006967207,"about_ca_topic_score_gemma":0.1862226,"domain_scores_codex":[0.9994819,0.00001917899,0.00009137196,0.0001727171,0.00007270562,0.0001621234],"domain_scores_gemma":[0.9998361,0.00002267647,0.00004983888,0.00004255745,0.00001794222,0.00003086632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007339991,0.00001457053,0.9440849,0.00000327846,9.940196e-7,0.000003163402,0.0000486021,1.334876e-7,0.0002492115,0.000007044399,0.00001881171,0.05556188],"study_design_scores_gemma":[0.000114248,0.00002642474,0.9967738,0.0000113785,8.687076e-7,3.952184e-7,0.0001095551,0.000003716567,0.00002503243,0.001863547,0.0009864076,0.00008466995],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967389,0.0001102423,1.575263e-8,0.00249557,0.00003683012,0.0001279068,0.000002332471,0.00001296467,0.0004752387],"genre_scores_gemma":[0.9997498,0.000110012,0.000008021167,0.00004371236,0.00002804343,0.00001507186,0.00001306733,3.213601e-7,0.00003196685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1792554,"threshold_uncertainty_score":0.9996455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01415996332810596,"score_gpt":0.2289688506684968,"score_spread":0.2148088873403908,"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."}}