{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005923471,0.00007117228,0.00006278603,0.00006501903,0.00007124469,0.00008515632,0.0001762172,0.0000652477,0.00008007273],"category_scores_gemma":[0.00004923178,0.00005959006,0.00005560718,0.0001516689,0.0000396547,0.000001976711,0.0001170478,0.0001438804,0.0002271522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006247074,"about_ca_system_score_gemma":0.00005293552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006454798,"about_ca_topic_score_gemma":0.000003543147,"domain_scores_codex":[0.9991192,0.00006687831,0.00009558272,0.0002753342,0.0002177484,0.0002253092],"domain_scores_gemma":[0.999636,0.00001558738,0.000006142365,0.0002304077,0.00005180339,0.00006008914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001491342,0.00003081449,0.0006956526,0.00002700495,0.00004434793,0.00003743748,0.0002774849,0.00001294224,0.9405732,0.003728918,0.05048015,0.004077163],"study_design_scores_gemma":[0.00009320981,0.000044508,0.001532007,0.00001686739,0.00000609917,0.000009080109,0.00007768451,0.00002026727,0.1674284,0.0001298504,0.8305628,0.00007914822],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9632022,0.01936069,0.0003357842,0.0003798756,0.0009772944,0.0001074327,0.000005322946,0.00004139365,0.01558995],"genre_scores_gemma":[0.9904988,0.0003813017,0.000145743,0.0001328996,0.00187041,0.00001321127,0.00001868217,0.0000229869,0.006915984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7800827,"threshold_uncertainty_score":0.2919657,"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."}}