{"id":"W2092819541","doi":"10.1017/s0007087406008739","title":"Science, sociability and the improvement of Ireland: the Galway Mechanics' Institute, 1826–51","year":2006,"lang":"en","type":"article","venue":"The British Journal for the History of Science","topic":"History of Science and Natural History","field":"Arts and Humanities","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Irish; Dissent; Emancipation; Politics; Irish nationalism; Nationalism; Protestantism; Sociology; Social science; Political science; Law; Philosophy","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001466817,0.0003010707,0.0002625866,0.001529883,0.006023005,0.004937458,0.0007255874,0.001320587,0.004826061],"category_scores_gemma":[0.002093192,0.0003219656,0.0001891739,0.00200604,0.01492769,0.002621784,0.004598283,0.002664565,0.0007402537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03212959,"about_ca_system_score_gemma":0.0140278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1583568,"about_ca_topic_score_gemma":0.4363699,"domain_scores_codex":[0.9987001,0.0003578444,0.00003838584,0.0001490529,0.0001929645,0.0005616501],"domain_scores_gemma":[0.999347,0.0001141338,0.0001019134,0.00004543475,0.0001147188,0.0002767764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002640187,0.000133213,0.01828714,0.0003371577,0.00002678835,0.001012821,0.2881322,0.00086664,0.0007940303,0.4284799,0.1088434,0.1528228],"study_design_scores_gemma":[0.00001859965,0.00006144441,0.04494002,0.0001186781,0.000005627071,0.0001381616,0.03492875,0.00007706856,0.0002065812,0.005358574,0.9140981,0.0000484048],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.300702,0.01555212,0.0004935766,0.04577542,0.0006542761,0.00006246111,0.0002165922,0.00007259422,0.636471],"genre_scores_gemma":[0.8837322,0.003043745,0.000301781,0.00271481,0.0001714354,0.00003389428,0.00007261994,0.000037787,0.1098917],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.993977,"threshold_uncertainty_score":0.3148702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01818804391300208,"score_gpt":0.2138789275517189,"score_spread":0.1956908836387168,"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."}}