{"id":"W7053307746","doi":"","title":"Virginia Tech's Office of Undergraduate Research Summer Symposium","year":2018,"lang":"en","type":"article","venue":"VTechWorks (Virginia Tech)","topic":"Advanced Frequency and Time Standards","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Division of Graduate Education; King Abdullah University of Science and Technology; Home Office; Canadian Institute for Theoretical Astrophysics; Johns Hopkins University; U.S. Department of Agriculture; National Science Foundation","keywords":"Undergraduate research; Virginia tech; Diversity (politics); Work (physics); Undergraduate education; West virginia; Point (geometry); Field (mathematics)","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001033408,0.0004053372,0.0005134432,0.000409317,0.0005280387,0.00007367354,0.0008168725,0.0002437446,0.001168754],"category_scores_gemma":[0.00004838809,0.000384905,0.0002148081,0.001607723,0.001165268,0.0003408629,0.0002987347,0.001081081,0.0006179467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009935689,"about_ca_system_score_gemma":0.0002306489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002640506,"about_ca_topic_score_gemma":0.00002596999,"domain_scores_codex":[0.9966626,0.0001681585,0.0006270935,0.0007350497,0.0008195515,0.0009875324],"domain_scores_gemma":[0.9974211,0.0002772504,0.0002549989,0.001163474,0.0006852287,0.0001978811],"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":[0.0006025888,0.0008489204,0.008660502,0.0001093502,0.0004712038,0.00002597184,0.0004751795,0.0001395239,0.05834956,0.8005192,0.04920696,0.0805911],"study_design_scores_gemma":[0.002045758,0.0009558098,0.0005962991,0.0005111321,0.0001084793,0.000008500886,0.0005998949,0.0004008857,0.162075,0.3038898,0.5276187,0.001189758],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08612306,0.000470429,0.1326575,0.005117729,0.001611389,0.001662393,0.0006675645,0.0006713112,0.7710186],"genre_scores_gemma":[0.9894788,0.00003232791,0.003714346,0.00004118826,0.001603219,0.00006905178,0.00004650281,0.00009514174,0.004919468],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9033557,"threshold_uncertainty_score":0.9998603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02068587632985229,"score_gpt":0.3272969723897048,"score_spread":0.3066110960598525,"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."}}