{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00140249,0.0008153271,0.001013632,0.003783769,0.0006781216,0.002728245,0.0007414727,0.001437564,0.1023213],"category_scores_gemma":[0.00545555,0.0005240393,0.0005452254,0.004771593,0.0009639958,0.001721353,0.002057388,0.001232395,0.02183933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002919669,"about_ca_system_score_gemma":0.004842653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01327658,"about_ca_topic_score_gemma":0.02298258,"domain_scores_codex":[0.9988213,0.0003105128,0.0001388414,0.0001465309,0.0004431166,0.0001395781],"domain_scores_gemma":[0.9976908,0.00103845,0.0002990066,0.0002499562,0.0005486555,0.0001731424],"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":[0.0001032827,0.00003508809,0.0002896941,0.02469351,0.000156694,0.0001044008,0.0002989694,0.00006685802,0.0002645141,0.005642714,0.6032723,0.3650721],"study_design_scores_gemma":[0.00001408866,0.000008841547,0.0006744148,0.01190575,0.0000487485,0.00007096634,0.0001181921,0.000006418667,0.00005264278,0.000522659,0.9865724,0.000004857898],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002416568,0.9428232,0.00005444768,0.005257767,0.005920713,0.00002475337,0.0004212672,0.00004216589,0.04521415],"genre_scores_gemma":[0.005834279,0.9248614,0.000307017,0.005106799,0.005382938,0.0001462738,0.0006277685,0.0000753614,0.0576581],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1023213,"threshold_uncertainty_score":0.3422987,"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."}}