{"id":"W4403280188","doi":"10.3390/biom14101271","title":"Molecular Thumbprints: Biological Signatures That Measure Loss of Identity","year":2024,"lang":"en","type":"article","venue":"Biomolecules","topic":"Immune Response and Inflammation","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Heart, Lung, and Blood Institute; Canadian Institutes of Health Research; National Institutes of Health; McKnight Foundation","keywords":"Disease; Inflammation; Identity (music); Biology; Psychological resilience; Neuroscience; Bioinformatics; Immunology; Computational biology; Medicine; Psychology; Pathology; Psychotherapist","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0003029749,0.0001406907,0.0001839608,0.0001404675,0.00005353695,0.00002900268,0.000235994,0.0002922426,0.0002862198],"category_scores_gemma":[0.00009587908,0.0001051349,0.0001630006,0.0001774011,0.0003413324,0.0001346686,0.00008887724,0.0001700198,0.0004126547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001874945,"about_ca_system_score_gemma":0.00004582239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003302615,"about_ca_topic_score_gemma":0.000003465053,"domain_scores_codex":[0.9990739,0.0002299353,0.0002077845,0.0002314365,0.00005709822,0.0001998189],"domain_scores_gemma":[0.9995847,0.00007724152,0.0000531579,0.0002187306,0.0000547709,0.0000113575],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009042762,0.00003532658,0.0002148039,0.00003641582,0.000180163,0.00004823554,0.0001057047,0.000001700226,0.9602208,0.03444815,0.0002916316,0.004326668],"study_design_scores_gemma":[0.0001963366,0.00007822627,0.00281324,0.00009680781,0.00002858754,0.00004156942,0.00007886092,0.000004206736,0.9817929,0.001227826,0.01351118,0.0001302293],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9455398,0.04686609,0.005176017,0.0002510182,0.0005604774,0.0001520831,0.00001804264,0.0001366271,0.001299857],"genre_scores_gemma":[0.9993291,0.0002745726,0.00004553382,0.00005574547,0.00001443579,0.00001000375,0.00005988819,0.00001184001,0.0001988171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05378937,"threshold_uncertainty_score":0.5303978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01809756831878746,"score_gpt":0.264765408088279,"score_spread":0.2466678397694916,"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."}}