{"id":"W4405288012","doi":"10.29173/eureka28807","title":"Student Researcher Spotlight","year":2023,"lang":"en","type":"article","venue":"Eureka","topic":"Retinal Development and Disorders","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001813676,0.00005923135,0.0000434178,0.00003624348,0.00004534993,0.00001707886,0.0001360427,0.00004421104,0.00007170063],"category_scores_gemma":[0.00004554032,0.00005177244,0.00003379454,0.0001434574,0.00002535127,9.735683e-7,0.0001192933,0.00004199678,0.0006075074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003612437,"about_ca_system_score_gemma":0.00002859838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002843537,"about_ca_topic_score_gemma":0.000007910223,"domain_scores_codex":[0.9994169,0.00002575333,0.00006828633,0.0001641228,0.0001446789,0.0001802063],"domain_scores_gemma":[0.9997652,0.00000459583,0.00001164282,0.0001445641,0.00002727178,0.0000467352],"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":[0.00008637458,0.00006402038,0.1206831,0.00001878427,0.00006555162,0.00004193133,0.0002833902,0.00002035753,0.2564412,0.0006453108,0.6172889,0.004361187],"study_design_scores_gemma":[0.0002842889,0.00007553475,0.2902841,0.000004283768,0.000002444197,0.000001628302,0.0001736539,0.000005280163,0.02531231,0.0002019304,0.683529,0.0001255568],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9613113,0.0002316683,0.0000249024,0.0008522986,0.0001171333,0.00008368936,0.000001884464,0.00003360971,0.03734354],"genre_scores_gemma":[0.967518,0.0005684428,0.00008563315,0.000228548,0.0001332726,0.00001621115,0.0001138203,0.00001631097,0.03131976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2311289,"threshold_uncertainty_score":0.7808481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02034238222561003,"score_gpt":0.3207138215159571,"score_spread":0.3003714392903471,"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."}}