{"id":"W4387553644","doi":"10.55650/igj.1951.1178","title":"Reviews of Books","year":2017,"lang":"en","type":"article","venue":"Irish Geography","topic":"Linguistics and language evolution","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Irish; Population; Rothschild; Media studies; Humanities; Sociology; Geography; Art; Demography; Philosophy; Archaeology; Linguistics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001490047,0.00005988227,0.0001339927,0.00005447521,0.0003339828,0.0001176656,0.0001896837,0.00001752461,0.001572401],"category_scores_gemma":[0.0001072278,0.00004768308,0.0001337225,0.00000532207,0.0002417795,0.0000583481,0.00003282996,0.00004790653,0.00003938286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000169774,"about_ca_system_score_gemma":0.000003705693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009914074,"about_ca_topic_score_gemma":0.0002155984,"domain_scores_codex":[0.9995768,0.00001208611,0.0001561106,0.00008553277,0.00007328879,0.00009617228],"domain_scores_gemma":[0.9993327,0.000008838077,0.0001913447,0.0003704831,0.00007100795,0.00002564915],"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":[0.00002226684,0.0001750685,0.05466086,0.000254079,0.0001154875,0.00001444684,0.01322241,3.710903e-7,0.0000836346,0.3842625,0.5057885,0.0414004],"study_design_scores_gemma":[0.00009359658,0.00002480886,0.009639946,0.00003290465,0.00002038186,2.074625e-7,0.0001084404,0.000005514545,0.00003177514,0.002050785,0.9879225,0.00006910608],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03197474,0.003744391,0.00002262582,0.00008960066,0.001045272,0.0001337124,0.00003285688,0.00002620832,0.9629306],"genre_scores_gemma":[0.9961301,0.0002349724,0.0001248235,0.0000984114,0.0009221193,0.00001157807,0.0000056259,0.000006655524,0.002465719],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9641554,"threshold_uncertainty_score":0.9993403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04534926608481292,"score_gpt":0.2765620122120729,"score_spread":0.23121274612726,"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."}}