{"id":"W4297896255","doi":"10.3828/sh.2022.6","title":"‘Pro Fide et Patria’, but for Europe: <i>Iris Hibernia</i> and a Swiss-led vision for European Ireland","year":2022,"lang":"en","type":"article","venue":"Studia Hibernica","topic":"Historical Geopolitical and Social Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"IRIS (biosensor); Political science; History; Economic history; Optometry; Management; Artificial intelligence; Economics; Medicine; Computer 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001809866,0.0001825752,0.0003389323,0.00004597077,0.002383154,0.00008348755,0.0003312682,0.00006373628,0.00005386973],"category_scores_gemma":[0.001113302,0.0001775793,0.0001858175,0.0002904212,0.0002606434,0.00009351032,0.0003206871,0.0002585113,0.00002436626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001593905,"about_ca_system_score_gemma":0.0002514205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006772964,"about_ca_topic_score_gemma":0.000644365,"domain_scores_codex":[0.99742,0.0007170339,0.0003491384,0.0004756462,0.0004468756,0.0005913284],"domain_scores_gemma":[0.9981386,0.001093148,0.0001282108,0.0001834442,0.0001737726,0.0002827888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008786959,0.001012409,0.00203011,0.0001547852,0.0002365837,0.00005481673,0.03411914,0.00002917117,0.000527907,0.7597093,0.1693989,0.03184815],"study_design_scores_gemma":[0.001273972,0.0004242556,0.0008652476,0.000006472329,0.00006848833,8.050363e-7,0.001218093,0.00007196605,0.000001086239,0.00689634,0.9889158,0.0002574895],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.207261,0.003610044,0.005420864,0.04754637,0.00501851,0.008348553,0.004054229,0.0009386014,0.7178019],"genre_scores_gemma":[0.9346249,0.0004990266,0.002037144,0.003051633,0.00113358,0.0004807072,0.0001052906,0.0001068295,0.05796087],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8195168,"threshold_uncertainty_score":0.9989156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01863585491875426,"score_gpt":0.3080712641759828,"score_spread":0.2894354092572285,"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."}}