{"id":"W4367626712","doi":"10.29173/eureka28789","title":"Student Researcher Spotlight","year":2023,"lang":"en","type":"article","venue":"Eureka","topic":"Neuroscience and Neural Engineering","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Interface (matter); Cover (algebra); Stimulation; Galaxy; Engineering; Computer science; Sociology; Psychology; Neuroscience; Physics; Astronomy; Mechanical engineering; Operating system","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":[],"category_scores_codex":[0.0001899885,0.00008252606,0.0000710504,0.0001457365,0.0001258151,0.00006571964,0.0003834447,0.00002098705,0.0000773249],"category_scores_gemma":[0.0003766931,0.00006886167,0.00003748621,0.001094578,0.00005729688,0.0001531627,0.0001656867,0.0001689915,0.002365602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001333616,"about_ca_system_score_gemma":0.00001275917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001470215,"about_ca_topic_score_gemma":5.224881e-7,"domain_scores_codex":[0.9986912,0.00004878016,0.00009670678,0.0003278505,0.0004540904,0.0003813505],"domain_scores_gemma":[0.9995106,0.0001393229,0.00001419876,0.0002282303,0.000008242404,0.0000993485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000003125759,0.00001587862,0.000239881,0.000004466034,3.280518e-7,0.0002709673,0.0001242149,0.00008778339,0.9911572,0.001680487,0.005801005,0.0006146783],"study_design_scores_gemma":[0.0001493743,0.00005659907,0.01784262,0.000008028744,0.000001161067,0.00001710839,0.00002648076,0.001111026,0.8843697,0.0001796767,0.09610393,0.0001342496],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880958,0.00000917009,0.00001079664,0.001788846,0.0006136544,0.0001240967,0.000003313798,0.0005610938,0.00879329],"genre_scores_gemma":[0.9872833,0.00007735288,0.000007054844,0.0007010399,0.0000998213,0.0000135677,3.70999e-7,0.00001997484,0.01179754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1067874,"threshold_uncertainty_score":0.9984112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1171147623993192,"score_gpt":0.3710700726497967,"score_spread":0.2539553102504775,"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."}}