{"id":"W4399257030","doi":"10.29173/eureka28825","title":"Student Researcher Spotlight","year":2024,"lang":"en","type":"article","venue":"Eureka","topic":"Reproductive System and Pregnancy","field":"Immunology and Microbiology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003824711,0.00008089012,0.0001035182,0.00006828507,0.00006531605,0.00003119913,0.0001521577,0.00008206865,0.002040514],"category_scores_gemma":[0.00003259468,0.00005842451,0.00005801261,0.000130996,0.00006637255,0.00005747961,0.00006485514,0.0002149052,0.01228145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002023042,"about_ca_system_score_gemma":0.00003321564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001586771,"about_ca_topic_score_gemma":0.00000302684,"domain_scores_codex":[0.9991482,0.0001888163,0.0001177748,0.0003032691,0.00003544065,0.0002064518],"domain_scores_gemma":[0.9996106,0.00005640279,0.00001068541,0.0002782332,0.0000319739,0.00001212257],"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":[0.0000372569,0.0001484408,0.0182534,0.0002143131,0.000617497,0.0002492456,0.005769796,0.000001516846,0.4491851,0.03584552,0.4617299,0.027948],"study_design_scores_gemma":[0.0001513094,0.00006392397,0.0400717,0.0001156805,0.00001191953,0.0000699935,0.000130481,1.255906e-7,0.02924329,0.0004397333,0.9296046,0.00009722266],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2472151,0.4703146,0.0001663073,0.003993569,0.00891646,0.0006332235,0.00003311576,0.0006435407,0.2680841],"genre_scores_gemma":[0.8671063,0.00007511955,0.000009931039,0.00003160988,0.0001497167,0.0000191147,0.00001339276,0.00001402071,0.1325808],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6198912,"threshold_uncertainty_score":0.9988717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02819768639671933,"score_gpt":0.3250340541035605,"score_spread":0.2968363677068412,"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."}}