{"id":"W4416060091","doi":"10.1093/llc/fqaf080","title":"Enhancing research and teaching capacity through collaboration: building a UK–Ireland Digital Humanities Association","year":2025,"lang":"en","type":"article","venue":"Digital Scholarship in the Humanities","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"Arts and Humanities Research Council; Irish Research Council","keywords":"Centrality; Openness to experience; Association (psychology); Field (mathematics); Digital humanities; Subject (documents)","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":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002930777,0.0004397338,0.0004521561,0.0005283313,0.00418219,0.04209245,0.0008302177,0.0001748231,0.0001645748],"category_scores_gemma":[0.00169837,0.0003706253,0.0001245333,0.0001925976,0.001184311,0.01055803,0.0003513642,0.001849309,0.00004925671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005832886,"about_ca_system_score_gemma":0.0001374319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003054421,"about_ca_topic_score_gemma":0.005940407,"domain_scores_codex":[0.9962552,0.0003566602,0.000782683,0.0005709547,0.001116087,0.0009183884],"domain_scores_gemma":[0.9965083,0.002141137,0.0002193595,0.000452009,0.0006367583,0.00004244042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003784404,0.0001407813,0.006622627,0.0001012343,0.00006470207,0.00001374169,0.08434488,0.00000117737,0.00001188592,0.9069358,0.001174861,0.0005504704],"study_design_scores_gemma":[0.0005745619,0.0002284612,0.001885445,0.0005679431,0.00002538482,0.000009285599,0.1415415,0.000003685471,0.00008272327,0.4313047,0.4232869,0.0004894679],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.537261,0.000469964,0.000007588588,0.0003874798,0.0003674271,0.0003686724,0.0001496544,0.0001005403,0.4608877],"genre_scores_gemma":[0.9380355,0.00001923798,0.00002086753,0.001017394,0.00063922,0.000115978,0.00007880647,0.00003974803,0.06003323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4756311,"threshold_uncertainty_score":0.9998746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1127780166358633,"score_gpt":0.3220766361532227,"score_spread":0.2092986195173593,"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."}}