{"id":"W4399257074","doi":"10.29173/eureka28826","title":"Student Researcher Spotlight","year":2024,"lang":"en","type":"article","venue":"Eureka","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 Alberta","funders":"","keywords":"Mathematics education; Computer science; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0005336885,0.0001123419,0.00008555671,0.0000797019,0.00005617665,0.0001228098,0.000322066,0.0001305256,0.0002181896],"category_scores_gemma":[0.0001430955,0.00008550477,0.00008688925,0.0001465361,0.0001437468,0.000003042031,0.0002653834,0.0001893141,0.0006699646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001716085,"about_ca_system_score_gemma":0.0001347707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007189104,"about_ca_topic_score_gemma":0.0000146861,"domain_scores_codex":[0.998661,0.00004838534,0.0001840573,0.0002624447,0.0004787462,0.0003653602],"domain_scores_gemma":[0.9993856,0.00001940342,0.00001210788,0.0003110397,0.00007600412,0.00019584],"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":[0.00008779381,0.0002049419,0.002137502,0.0003580978,0.0002597717,0.0001282403,0.0006950618,0.000006549929,0.3347966,0.001024299,0.5594565,0.1008446],"study_design_scores_gemma":[0.0001682413,0.0002790761,0.003790502,0.00002789285,0.000006742294,0.000011013,0.0001274451,0.0001636687,0.04472924,0.0001428651,0.9504145,0.0001388268],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8577589,0.01569364,0.003174095,0.00749598,0.001927331,0.0007560069,0.00009300862,0.0001626868,0.1129384],"genre_scores_gemma":[0.9651048,0.001681703,0.0005944562,0.0003986932,0.0009905169,0.00002016652,0.0001149886,0.00003120441,0.03106345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3909579,"threshold_uncertainty_score":0.8611264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02689982753167375,"score_gpt":0.3511213703402387,"score_spread":0.324221542808565,"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."}}