{"id":"W4324139158","doi":"10.26685/urncst.469","title":"SciNapse 2022-2023 Undergraduate Science Case Competition: Neuroscience and The Future","year":2023,"lang":"en","type":"article","venue":"Undergraduate Research in Natural and Clinical Science and Technology (URNCST) Journal","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"University of Ottawa","keywords":"Competition (biology); Undergraduate education; Psychology; Undergraduate research; Test (biology); Engineering ethics; Medical education; Engineering; Ecology; Medicine; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009003505,0.0007331748,0.0005517706,0.00155939,0.004240473,0.006568007,0.001926777,0.00331387,0.1192952],"category_scores_gemma":[0.01394337,0.0004070385,0.0007859257,0.001350099,0.001792216,0.00213734,0.01163663,0.002843858,0.02520978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006717871,"about_ca_system_score_gemma":0.01411713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003739406,"about_ca_topic_score_gemma":0.01869627,"domain_scores_codex":[0.9953041,0.001035151,0.0001910596,0.0003328375,0.00185986,0.001277075],"domain_scores_gemma":[0.9767218,0.001897912,0.0007188204,0.0006832852,0.004153771,0.01582435],"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":[0.0001167189,0.000164355,0.0009404991,0.0001161707,0.000005300508,0.0006789893,0.000887895,0.0002195499,0.0009639315,0.008761592,0.9599442,0.02720072],"study_design_scores_gemma":[0.00004418809,0.0001496296,0.002812159,0.000118877,0.000002780195,0.0007665554,0.002264111,0.0004334238,0.0005640016,0.00530178,0.9875211,0.00002139606],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1411622,0.00534733,0.01410649,0.2031005,0.08006669,0.003803902,0.006562667,0.00186797,0.5439823],"genre_scores_gemma":[0.275461,0.002591272,0.01713827,0.02947601,0.01215689,0.003614512,0.006001582,0.001180846,0.6523796],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1192952,"threshold_uncertainty_score":0.3990824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0376243932896251,"score_gpt":0.3918671787665138,"score_spread":0.3542427854768888,"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."}}