{"id":"W7006122679","doi":"","title":"Staff Perspectives on Scaling the Impact and Influence of MU Research and Expertise on Public Policy (Working Paper March, 2024. No. 20)","year":2024,"lang":"en","type":"other","venue":"MURAL - Maynooth University Research Archive Library (National University of Ireland, Maynooth)","topic":"Marine Invertebrate Physiology and Ecology","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Council Canada; HORIZON EUROPE Framework Programme; National Academy of Sciences; Irish Research Council; Social Sciences and Humanities Research Council of Canada; UK Research and Innovation; Deutsche Forschungsgemeinschaft; Science Foundation Ireland; Ministry of Education, Culture, Sports, Science and Technology; Agence Nationale de la Recherche","keywords":"Irish; Government (linguistics); Public policy; Relevance (law); Public service; Work (physics); Value (mathematics); Research policy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006881101,0.0003166338,0.0004337331,0.002308808,0.000686584,0.00009309688,0.0009599227,0.0002859829,0.00668862],"category_scores_gemma":[0.0002250823,0.0002586856,0.0001387319,0.0009950912,0.003499946,0.0005712725,0.000699106,0.001530391,0.0002474507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007040978,"about_ca_system_score_gemma":0.0006930102,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01302426,"about_ca_topic_score_gemma":0.002860336,"domain_scores_codex":[0.9962138,0.001195326,0.0001779896,0.0007959505,0.0008969001,0.0007200555],"domain_scores_gemma":[0.9973237,0.001638312,0.0001470107,0.0003447061,0.0002178523,0.0003284409],"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":[0.006172962,0.0005451574,0.08689037,0.000637826,0.001230202,0.0005309227,0.004967219,0.001264284,0.0001668577,0.0696551,0.8196545,0.008284613],"study_design_scores_gemma":[0.002671146,0.004815989,0.3103201,0.001234638,0.00005644304,0.00004506825,0.01841334,0.009854429,0.00001190454,0.03646078,0.6150419,0.001074321],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1694729,0.0009998179,0.000004393687,0.005772943,0.00008112928,0.000792191,0.002170577,0.0000771881,0.8206288],"genre_scores_gemma":[0.7418284,0.004618346,0.0002185949,0.00007897976,0.0003013199,3.576829e-7,0.0004291012,0.00005865873,0.2524663],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5723554,"threshold_uncertainty_score":0.9999865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03496708891746614,"score_gpt":0.2714197945792021,"score_spread":0.2364527056617359,"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."}}