{"id":"W3196369296","doi":"10.26685/urncst.284","title":"DeSCIpher Undergraduate Sciences Competition: Reinventing Our Competition Online During COVID-19","year":2021,"lang":"en","type":"article","venue":"Undergraduate Research in Natural and Clinical Science and Technology (URNCST) Journal","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Competition (biology); Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Sociology; Medicine; Biology; Virology; Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.004003611,0.0001593655,0.0002595685,0.0008370051,0.001252879,0.0003062472,0.0003907182,0.000209065,0.00001273436],"category_scores_gemma":[0.001597581,0.0001279967,0.00004533445,0.003736881,0.002162409,0.0004283825,0.0002783061,0.002083466,0.000009546921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003047898,"about_ca_system_score_gemma":0.0005438892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001933729,"about_ca_topic_score_gemma":0.0001142331,"domain_scores_codex":[0.9972166,0.0001503646,0.0005342407,0.0004827458,0.0008269484,0.0007890308],"domain_scores_gemma":[0.9986648,0.0002608467,0.00006204779,0.000153744,0.0003423153,0.0005162384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000175515,0.002372677,0.2301024,0.0034805,0.0003753786,0.00332053,0.0004397409,0.003384166,0.1053458,0.4106863,0.005768539,0.2345484],"study_design_scores_gemma":[0.005066552,0.0007980741,0.07237693,0.001870278,0.00005018028,0.007469965,0.008363579,0.118952,0.003432579,0.7701712,0.01008382,0.001364838],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8473322,0.002607053,0.0003052579,0.1484995,0.0007546668,0.00009279989,0.000002625319,0.0001360718,0.000269814],"genre_scores_gemma":[0.9901262,0.007899291,0.001465949,0.0001304764,0.0002326453,0.000004434534,0.000004533207,0.000009555026,0.0001269136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3594848,"threshold_uncertainty_score":0.9636258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07297021274308825,"score_gpt":0.4050411074320907,"score_spread":0.3320708946890024,"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."}}