{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002422566,0.0007687368,0.0009124042,0.001068443,0.002933067,0.007590462,0.0015323,0.004319254,0.3661183],"category_scores_gemma":[0.01086863,0.0003255777,0.0006381695,0.0009693977,0.000913629,0.003334352,0.004287123,0.004846221,0.2613806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001764948,"about_ca_system_score_gemma":0.003865335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001328892,"about_ca_topic_score_gemma":0.003437428,"domain_scores_codex":[0.99783,0.0003003362,0.00007143727,0.0003844629,0.001006522,0.0004071528],"domain_scores_gemma":[0.9868762,0.0005680011,0.0002775097,0.0004751098,0.004695029,0.007107995],"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":[0.00001924712,0.000009520923,0.00004758845,0.00003285995,7.990897e-7,0.00003947592,0.00003668439,0.000004278053,0.0000531681,0.0007685274,0.9863464,0.01264132],"study_design_scores_gemma":[0.000005570487,0.00002273568,0.00008074579,0.00004333976,0.000001053193,0.00009770343,0.0001894213,0.00001305447,0.0000569104,0.0003526399,0.9991327,0.000004209583],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.001450109,0.007361327,0.001248206,0.263157,0.3939011,0.0001948253,0.001245602,0.001851498,0.3295903],"genre_scores_gemma":[0.005902394,0.003349925,0.0003900295,0.05671932,0.03492805,0.00008501983,0.0005239989,0.0005766366,0.8975246],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6338817,"threshold_uncertainty_score":0.9041554,"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."}}