{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002227922,0.0008569759,0.0008693827,0.001111964,0.0025612,0.006626005,0.00148676,0.003657488,0.5011437],"category_scores_gemma":[0.007682586,0.0003472837,0.000596515,0.0009287109,0.0006940871,0.00297797,0.004326179,0.003920518,0.4042609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001357917,"about_ca_system_score_gemma":0.003397449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001050956,"about_ca_topic_score_gemma":0.003365925,"domain_scores_codex":[0.9982027,0.0002799667,0.00005619265,0.0003223642,0.0008163366,0.0003225364],"domain_scores_gemma":[0.9872156,0.0004708852,0.000213069,0.0004785556,0.003949282,0.007672617],"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":[0.00001817587,0.00001341802,0.00004957587,0.00003578711,8.340813e-7,0.00003438185,0.00003008652,0.000004908601,0.00007086065,0.0006342758,0.9815078,0.01759984],"study_design_scores_gemma":[0.000004965744,0.00002062948,0.00007980891,0.00003853132,9.949918e-7,0.0000702581,0.0001517313,0.00001015523,0.00004116278,0.0002679025,0.9993104,0.000003363934],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001486748,0.009616989,0.001667888,0.1729211,0.3486865,0.0002515308,0.001361231,0.002282369,0.4617256],"genre_scores_gemma":[0.003353904,0.002937636,0.0003911556,0.02775367,0.02162189,0.0000737876,0.0005142016,0.0004809377,0.9428728],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4988563,"threshold_uncertainty_score":0.711558,"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."}}