{"id":"W2917460080","doi":"10.21468/scipostphysproc.1.006","title":"Current Status of inclusive hadronic tau determinations of |V_us|","year":2019,"lang":"en","type":"article","venue":"SciPost Physics Proceedings","topic":"Particle physics theoretical and experimental studies","field":"Physics and Astronomy","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Brookhaven National Laboratory; Australian Research Council; RIKEN; Science and Technology Facilities Council; Natural Sciences and Engineering Research Council of Canada; U.S. Department of Energy; Seventh Framework Programme; Japan Society for the Promotion of Science; Office of Science; Steno Diabetes Center Copenhagen","keywords":"Algorithm; Physics; Computer science; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0000569828,0.0001559214,0.0002936921,0.00002063527,0.0000776529,0.00001488837,0.0001725512,0.00001543531,0.0000884622],"category_scores_gemma":[0.000005254213,0.0001414651,0.0001331676,0.0002819307,0.0002309668,0.0002406576,0.0002801606,0.0001091081,0.00005846712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003921301,"about_ca_system_score_gemma":0.0000431124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006423803,"about_ca_topic_score_gemma":1.109221e-7,"domain_scores_codex":[0.998908,0.00000554672,0.0002701291,0.0002163847,0.0002450004,0.0003549615],"domain_scores_gemma":[0.9992948,0.00003702736,0.0002180106,0.0001082914,0.0002541326,0.00008776155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002778012,0.000514447,0.09418724,0.000097308,0.00008607171,2.608194e-8,0.00289041,0.00001318598,0.2176471,0.6627557,0.00006865396,0.02171212],"study_design_scores_gemma":[0.0004566173,0.0001433328,0.001981496,0.00008338074,0.0000379471,6.147475e-8,0.00113592,0.0005002611,0.8274019,0.1677491,0.0003412088,0.0001687257],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854694,0.0001587289,0.0001227448,0.00003364467,0.0001103189,0.0002379998,0.00006343297,0.00001387425,0.01378985],"genre_scores_gemma":[0.9997093,0.00001043991,0.00008876431,0.0000042336,0.0001135517,0.00002507889,0.00001196547,0.00001510554,0.00002156582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6097549,"threshold_uncertainty_score":0.5768781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0086146590365682,"score_gpt":0.2872746240947993,"score_spread":0.2786599650582311,"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."}}