{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003532652,0.001092557,0.001146893,0.001397015,0.003228479,0.00944127,0.002132055,0.006370733,0.5364413],"category_scores_gemma":[0.01440684,0.0004253965,0.0009135463,0.001391243,0.001016251,0.0039268,0.005455512,0.00581222,0.4483219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001756897,"about_ca_system_score_gemma":0.004862701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00112501,"about_ca_topic_score_gemma":0.003143163,"domain_scores_codex":[0.9971981,0.0005166145,0.0001081726,0.0004659035,0.0012088,0.0005023806],"domain_scores_gemma":[0.9753988,0.001161151,0.0004626163,0.001063784,0.008421903,0.01349173],"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":[0.00001960371,0.00001294406,0.00004749366,0.00003792173,8.724421e-7,0.00003586548,0.00002603113,0.000004427214,0.00004385054,0.000565626,0.9869855,0.0122198],"study_design_scores_gemma":[0.000007418754,0.00002248298,0.00008242738,0.00005123585,0.000001245162,0.00007238483,0.0001523934,0.00001193043,0.00004174855,0.000387133,0.9991652,0.000004495708],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001084284,0.005505521,0.001470413,0.2401179,0.36981,0.0002731326,0.001768261,0.002651908,0.3773186],"genre_scores_gemma":[0.004651717,0.00292071,0.0006320911,0.06792705,0.04205451,0.0001454051,0.0008655573,0.0009662603,0.8798367],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4635587,"threshold_uncertainty_score":0.6612103,"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."}}