{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007630874,0.0004296252,0.0009120087,0.001705935,0.003005574,0.007107067,0.001291221,0.001620362,0.01225866],"category_scores_gemma":[0.01779385,0.0002766035,0.0004235681,0.003519371,0.005875075,0.002921386,0.00364856,0.003132357,0.001920493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0173,"about_ca_system_score_gemma":0.02918424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1343268,"about_ca_topic_score_gemma":0.1814994,"domain_scores_codex":[0.9929941,0.00408089,0.0004458085,0.0003674335,0.001037086,0.001074645],"domain_scores_gemma":[0.9927509,0.003173464,0.0009989329,0.0003447712,0.001626503,0.001105349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002251063,0.0001037227,0.001448901,0.0123835,0.0001004188,0.0008144732,0.06996357,0.0001789336,0.0002661403,0.02511982,0.5367758,0.3526196],"study_design_scores_gemma":[0.00003638295,0.00006321201,0.00558133,0.008890719,0.00003441438,0.0003878983,0.04442626,0.00001187087,0.0001063817,0.0009592742,0.9394728,0.00002947539],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02440604,0.6596565,0.0001298042,0.1033426,0.007504761,0.00006050357,0.0002074756,0.00007248059,0.2046198],"genre_scores_gemma":[0.35306,0.4709438,0.0004099064,0.05204694,0.003082189,0.0002880591,0.0005745032,0.0002032439,0.1193914],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1343268,"threshold_uncertainty_score":0.2670899,"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."}}