{"id":"W4200308163","doi":"10.21203/rs.3.rs-1193123/v1","title":"Severe, But Not Moderate Asthmatics Share Blood Transcriptomic Changes With Post-Traumatic Stress Disorder And Depression.","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Stress Responses and Cortisol","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; University of Alberta; McMaster University; AstraZeneca Canada; AstraZeneca","keywords":"Asthma; Major depressive disorder; Comorbidity; Transcriptome; Depression (economics); Mood disorders; Mood; Medicine; Clinical psychology; Psychiatry; Bioinformatics; Psychology; Gene; Anxiety; Internal medicine; Gene expression; Biology; Genetics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002165428,0.0001913826,0.0003163111,0.0004149452,0.0002617392,0.0003755415,0.0001093793,0.0002545405,0.001576403],"category_scores_gemma":[0.0005351545,0.0001027212,0.0003876684,0.0005667612,0.0001720579,0.0001282676,0.0003068943,0.0004063392,0.0003204868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001652264,"about_ca_system_score_gemma":0.0002238772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001290599,"about_ca_topic_score_gemma":0.002001091,"domain_scores_codex":[0.9998032,0.00003140492,0.00001255051,0.00007476105,0.00003258813,0.00004553776],"domain_scores_gemma":[0.9997776,0.00006802043,0.0000664294,0.00002686972,0.00003247548,0.00002872883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004017383,0.0003010406,0.5113137,0.001225887,0.001153461,0.001018645,0.0005584551,0.001400751,0.3942083,0.0007145226,0.009060084,0.07502765],"study_design_scores_gemma":[0.00002066174,0.0001750305,0.9867061,0.00003786579,0.0001430176,0.0006275334,0.0002669121,0.0009092874,0.006392406,0.0006681447,0.004040152,0.00001300495],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9667757,0.00319619,0.00219608,0.0004779156,0.00009501781,0.00004837675,0.02577618,0.00008707524,0.00134761],"genre_scores_gemma":[0.9681749,0.001186775,0.002505189,0.0003132163,0.00005556272,0.0000889349,0.0263394,0.00002898124,0.001307066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001576403,"threshold_uncertainty_score":0.005273581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07120222069959965,"score_gpt":0.3431538714796763,"score_spread":0.2719516507800767,"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."}}