{"id":"W4413967264","doi":"10.3828/sh.2025.6","title":"Léirmheasanna/Reviews","year":2025,"lang":"en","type":"article","venue":"Studia Hibernica","topic":"Irish and British Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Business; Political science","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":[0.0005898466,0.00009214501,0.0002486944,0.00004460013,0.0008368196,0.00004788651,0.000247916,0.00005497388,0.0001976035],"category_scores_gemma":[0.0006309825,0.00008664853,0.0001093135,0.0004164087,0.0002769198,0.00007416053,0.00011377,0.0001066092,0.00048727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006501071,"about_ca_system_score_gemma":0.0002099219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007386439,"about_ca_topic_score_gemma":0.001437084,"domain_scores_codex":[0.9988966,0.0001650141,0.0002062818,0.0002135846,0.000175668,0.0003428464],"domain_scores_gemma":[0.9995426,0.0001133009,0.00004571548,0.0001619155,0.00007593528,0.00006052805],"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":[0.000002881844,0.00003967579,0.004423566,0.00001074593,0.0000273166,0.000003317199,0.001243157,4.36203e-8,0.000004069191,0.008809891,0.9565142,0.02892112],"study_design_scores_gemma":[0.0001527266,0.000009361247,0.01276451,0.00004736018,0.00002292345,1.185833e-7,0.001223674,1.181101e-7,0.000005530844,0.000812369,0.9848706,0.00009074881],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002459948,0.02392546,0.00002703293,0.008819483,0.0007959289,0.0003357294,0.000003477152,0.00009459144,0.9635383],"genre_scores_gemma":[0.8226764,0.03703175,0.0004901185,0.003639129,0.0007517846,0.0001895566,0.000003059659,0.00001131953,0.1352068],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8283315,"threshold_uncertainty_score":0.6436225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02853818199909379,"score_gpt":0.35836638970396,"score_spread":0.3298282077048661,"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."}}