{"id":"W4387553981","doi":"10.55650/igj.1982.773","title":"Reviews of Books and Maps","year":2016,"lang":"en","type":"article","venue":"Irish Geography","topic":"Irish and British Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Irish; Northern ireland; Population; Queen (butterfly); History; Media studies; Classics; Sociology; Economic history; Demography; Ethnology","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":[0.000445648,0.00005824212,0.0001721394,0.00006559562,0.0001755508,0.00001634167,0.00009691525,0.0000408061,0.0001121469],"category_scores_gemma":[0.0001454144,0.00004054217,0.00009062488,0.0001501477,0.0005777848,0.00009513897,0.00003423262,0.00002723649,0.00001555455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003871792,"about_ca_system_score_gemma":0.00001226018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006554086,"about_ca_topic_score_gemma":0.0001072961,"domain_scores_codex":[0.9993017,0.00008070047,0.0001552128,0.0001283875,0.000140781,0.0001931795],"domain_scores_gemma":[0.9996495,0.00007076592,0.00006998056,0.00008821572,0.00006006641,0.00006152581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003589387,0.00001538241,0.1831444,0.00001675409,0.00001535519,0.000001662383,0.0005042116,8.491199e-10,0.00007768305,0.0002706613,0.7048993,0.1110509],"study_design_scores_gemma":[0.0001608753,0.00002626423,0.0754144,0.00007902015,0.00001245507,5.054434e-7,0.0002883798,6.727931e-9,0.0000647779,0.00157246,0.9223003,0.00008052999],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1591992,0.03576624,0.00005677414,0.004220913,0.0003506624,0.0004243449,0.00004166281,0.00007900183,0.7998611],"genre_scores_gemma":[0.9279311,0.06817095,0.0005504251,0.0004387785,0.0003011372,0.00005000303,8.944501e-7,0.000008632524,0.002548034],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7973132,"threshold_uncertainty_score":0.2128872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02211439049070425,"score_gpt":0.2904625264512572,"score_spread":0.268348135960553,"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."}}