{"id":"W7164139949","doi":"10.56902/duurj.2022.3.2.5","title":"DU’s Annual Research Showcase Celebrates Undergraduate Original Scholarship and Creative Endeavors","year":2022,"lang":"","type":"article","venue":"DU Undergraduate Research Journal","topic":"Academic Writing and Publishing","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Undergraduate research; Work (physics); Quarter (Canadian coin); Creative work; Original research; Culmination; Undergraduate student","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.06650903,0.0010172,0.001145665,0.004342676,0.04360233,0.01473238,0.002962376,0.0004267472,0.005572523],"category_scores_gemma":[0.006904589,0.000989346,0.0004859047,0.002237397,0.00569182,0.005321003,0.003868389,0.0321973,0.0002715695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002725078,"about_ca_system_score_gemma":0.004686041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002730198,"about_ca_topic_score_gemma":0.0004199166,"domain_scores_codex":[0.9580004,0.023443,0.00192012,0.001842978,0.009722432,0.005071078],"domain_scores_gemma":[0.9827435,0.006957472,0.0007428498,0.0008091984,0.006244441,0.002502516],"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":[0.001134225,0.0008565389,0.008452575,0.0002545058,0.0006152281,0.00379168,0.03191417,0.0001657753,0.00009598139,0.6117014,0.3354199,0.005598063],"study_design_scores_gemma":[0.002360086,0.002308999,0.0004745489,0.0004266791,0.00008835609,0.004559138,0.1438381,0.001081483,0.00005608502,0.2643844,0.5795276,0.0008944827],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5400581,0.01798729,0.00008923483,0.3403272,0.002788191,0.001615881,0.001375698,0.0002153031,0.09554309],"genre_scores_gemma":[0.9344766,0.01836057,0.0001139646,0.0003860993,0.009286539,0.0001486296,0.00008732528,0.0002122246,0.03692805],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3944185,"threshold_uncertainty_score":0.9992557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1112971830787354,"score_gpt":0.3705402635459165,"score_spread":0.2592430804671811,"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."}}