{"id":"W4409434415","doi":"10.1080/09670882.2025.2492007","title":"Writing Resistance in Northern Ireland","year":2025,"lang":"en","type":"article","venue":"Irish Studies Review","topic":"Irish and British Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Resistance (ecology); Irish; Northern ireland; History; Political science; Linguistics; Ethnology; Philosophy; Biology","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":[0.001148969,0.0001223205,0.0005167371,0.00005132192,0.0005936494,0.00003136384,0.0002045607,0.0000413099,0.00002094112],"category_scores_gemma":[0.002086119,0.0001150066,0.00008979349,0.0008204987,0.0003098754,0.0001006584,0.0001146314,0.0001409278,0.00003465707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001706968,"about_ca_system_score_gemma":0.0001126179,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00036345,"about_ca_topic_score_gemma":0.03939308,"domain_scores_codex":[0.9985096,0.000215716,0.0004139715,0.0002599119,0.0002287275,0.0003720943],"domain_scores_gemma":[0.9991937,0.0003127931,0.00008741434,0.000141468,0.000233358,0.00003122993],"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":[0.000003115679,0.00002420381,0.05111752,0.002049182,0.00006544813,0.00004025716,0.001422531,8.350435e-8,1.747071e-7,0.0003486427,0.9132622,0.03166668],"study_design_scores_gemma":[0.0001934053,0.000004861519,0.01840556,0.01064413,0.00004677066,3.277251e-7,0.004923237,5.854929e-8,5.462986e-7,0.0006329992,0.964997,0.000151106],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002207853,0.5879318,0.000001976633,0.01146838,0.0001734864,0.0002808743,0.000001753981,0.00003700645,0.3978969],"genre_scores_gemma":[0.05915814,0.9290218,0.0001480326,0.003172006,0.0001373519,0.0001222223,0.000001140568,0.000006215754,0.008233027],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3896639,"threshold_uncertainty_score":0.9781355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03942949126093781,"score_gpt":0.3792438669496583,"score_spread":0.3398143756887205,"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."}}