{"id":"W4387184543","doi":"10.20944/preprints202309.1979.v1","title":"Maladaptive T-Cell Metabolic Fitness in Autoimmune Diseases","year":2023,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Immune Cell Function and Interaction","field":"Immunology and Microbiology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Ministry of Education, India; National Medical Research Council; Medical Research Council; National Research Foundation Singapore; National Research Foundation","keywords":"Immune system; Acquired immune system; Immunology; Biology; T cell","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004694894,0.0005414422,0.0008515223,0.0005645025,0.0001534186,0.0000229967,0.0007287217,0.0006824149,0.008341347],"category_scores_gemma":[0.0002658995,0.0005644606,0.0004128125,0.0002852788,0.0001859015,0.0001562027,0.002072959,0.002051283,0.03545279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001765906,"about_ca_system_score_gemma":0.0002104929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001610804,"about_ca_topic_score_gemma":0.00005177224,"domain_scores_codex":[0.9967085,0.0005649553,0.0008541436,0.00118097,0.00009030911,0.0006011034],"domain_scores_gemma":[0.9978343,0.0001925837,0.0004471153,0.001333725,0.0001519979,0.00004028378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001110099,0.001581764,0.5927934,0.0004035193,0.001001947,0.00007002876,0.002616941,0.002049605,0.3917781,0.0007059172,0.004916812,0.0009718376],"study_design_scores_gemma":[0.001291705,0.00002673948,0.8094231,0.0002359283,0.0001591614,0.00001406743,0.0005907236,0.00004147361,0.1147256,0.0003962776,0.07250147,0.0005936747],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9666269,0.005673867,0.00006399012,0.0003767138,0.01714064,0.0009135649,0.00006039286,0.0006600712,0.008483832],"genre_scores_gemma":[0.8772446,0.00120546,0.000007572017,0.0001134245,0.00007119607,0.0004047251,0.0008955228,0.00007905591,0.1199785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2770525,"threshold_uncertainty_score":0.9996807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08427025103404379,"score_gpt":0.3142643136842977,"score_spread":0.2299940626502539,"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."}}