{"id":"W4317141998","doi":"10.3828/sh.2007.34.9","title":"Léirmheasanna","year":2007,"lang":"en","type":"article","venue":"Studia Hibernica","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Wycliffe College","funders":"","keywords":"Environmental 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009757528,0.0001825592,0.0002166745,0.0001183308,0.0001493987,0.00002041002,0.0002884896,0.00007031762,0.0005129414],"category_scores_gemma":[0.0002053361,0.0001722782,0.0001055411,0.0004949269,0.0001270051,0.00009627894,0.0001515055,0.0002083812,0.03839431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001337618,"about_ca_system_score_gemma":0.00008096022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000499955,"about_ca_topic_score_gemma":0.0003277015,"domain_scores_codex":[0.9982175,0.00004013411,0.0003038934,0.0003537436,0.0004339715,0.0006507316],"domain_scores_gemma":[0.998912,0.0001618937,0.00008942482,0.000529949,0.0000984052,0.0002083466],"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":[0.0005360402,0.00119092,0.1173516,0.0000337652,0.000500598,0.000516478,0.003599891,0.00001221622,0.0332521,0.04781853,0.7687444,0.02644344],"study_design_scores_gemma":[0.0007320212,0.00006386634,0.2195485,0.00001089754,0.00003319856,0.00001393923,0.0001461015,0.000002523825,0.001442476,0.0004104392,0.7773266,0.0002694403],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.191571,0.0007849779,0.0001357533,0.0002857808,0.0004045864,0.0002563869,0.00002467946,0.0005143559,0.8060225],"genre_scores_gemma":[0.9944348,0.00001238281,0.0009765384,0.0002518312,0.000346534,0.00001076734,0.000007346823,0.00008733229,0.003872455],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8028638,"threshold_uncertainty_score":0.9623544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02143424334649027,"score_gpt":0.3080814967909931,"score_spread":0.2866472534445029,"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."}}