{"id":"W4405287579","doi":"10.29173/eureka28833","title":"Student Research Spotlight","year":2024,"lang":"en","type":"article","venue":"Eureka","topic":"Sphingolipid Metabolism and Signaling","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; 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":[],"category_scores_codex":[0.003336763,0.001127961,0.001082609,0.001666402,0.002572919,0.008342458,0.002479294,0.007634544,0.6105985],"category_scores_gemma":[0.01246097,0.0004210049,0.0007937438,0.001413432,0.001234273,0.004173047,0.005246526,0.0054126,0.4973271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002019908,"about_ca_system_score_gemma":0.007436636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001012706,"about_ca_topic_score_gemma":0.002058802,"domain_scores_codex":[0.9964066,0.0005636559,0.0001490131,0.0006738867,0.001595612,0.0006111983],"domain_scores_gemma":[0.9792007,0.001301244,0.0005473044,0.00117128,0.007145108,0.0106343],"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":[0.00004186015,0.00002779058,0.0001060988,0.00009720126,0.000002107183,0.00005821981,0.00003217194,0.00001388709,0.0001385186,0.001894862,0.9516537,0.04593359],"study_design_scores_gemma":[0.000006362436,0.00001913916,0.00009395411,0.00005899938,9.966268e-7,0.00005830673,0.00006080944,0.00001177699,0.0000542143,0.0005870109,0.9990451,0.000003226125],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001086069,0.0110287,0.001472501,0.2060234,0.2092033,0.0002712775,0.002208736,0.002019197,0.5666868],"genre_scores_gemma":[0.005178929,0.006333419,0.0007061724,0.04275873,0.03181729,0.0001628751,0.001441973,0.0005764537,0.9110241],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6105985,"threshold_uncertainty_score":0.555434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0684557157573762,"score_gpt":0.4049675983807841,"score_spread":0.3365118826234079,"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."}}