{"id":"W3208911989","doi":"10.29173/eureka28770","title":"Student Researcher Spotlight","year":2021,"lang":"en","type":"article","venue":"Eureka","topic":"Neuroinflammation and Neurodegeneration Mechanisms","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Penumbra; Transient (computer programming); Middle cerebral artery; Stroke (engine); Occlusion; Block (permutation group theory); Front (military); Mathematics education; Psychology; Medicine; Medical education; Internal medicine; Computer science; Ischemia; Physics; Engineering; Meteorology; Mathematics; Mechanical engineering","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":[],"category_scores_codex":[0.003088985,0.001076705,0.00104703,0.001265893,0.002812317,0.009136743,0.001796623,0.006453937,0.4618187],"category_scores_gemma":[0.01113481,0.0004433983,0.0008884502,0.001050626,0.00100587,0.003920625,0.00475576,0.005513981,0.3219179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001643467,"about_ca_system_score_gemma":0.004773734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009925871,"about_ca_topic_score_gemma":0.003173144,"domain_scores_codex":[0.9974347,0.0004513452,0.00009343919,0.000396265,0.001147132,0.0004771167],"domain_scores_gemma":[0.9832471,0.0007990868,0.0003934901,0.0006234075,0.00520252,0.009734447],"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":[0.00002762492,0.00001709524,0.00005633088,0.00005208398,0.000001251881,0.00004665921,0.00002666715,0.00000627947,0.00007805433,0.0007119665,0.9799672,0.01900894],"study_design_scores_gemma":[0.000009144276,0.00003338187,0.00008901831,0.00005566821,0.000001596217,0.0001050716,0.0001286181,0.00001482312,0.00005784053,0.0004097438,0.99909,0.000005161779],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.001138888,0.01010011,0.001467241,0.2206578,0.4759755,0.000245744,0.001083064,0.001780141,0.2875516],"genre_scores_gemma":[0.005114031,0.005718268,0.0006382414,0.06940196,0.06524936,0.0001240127,0.0006303499,0.0006351483,0.8524886],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4618187,"threshold_uncertainty_score":0.7676503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08029486705235692,"score_gpt":0.3409406786552756,"score_spread":0.2606458116029187,"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."}}