{"id":"W3168647853","doi":"10.1096/fasebj.2021.35.s1.04397","title":"Artificial Neural Networks Indicate Cardiac TIMP1, JNK, and Collagen I & III Predict Sex Hormone Status in Female Aortic‐Banded Yucatan Mini‐Swine in a Chamber‐Specific Manner","year":2021,"lang":"en","type":"article","venue":"The FASEB Journal","topic":"Cardiac Fibrosis and Remodeling","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"National Institutes of Health","keywords":"Gene isoform; Pressure overload; Ventricle; Endocrinology; Internal medicine; Fibronectin; Ejection fraction; Extracellular matrix; Ventricular remodeling; Matrix metalloproteinase; Heart failure; Medicine; Hormone; Biology; Cell biology; Biochemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003665873,0.0004833628,0.0002752529,0.0002663415,0.0001253392,0.0003700141,0.0002790358,0.0003822868,0.001471941],"category_scores_gemma":[0.0005438119,0.0001587656,0.0003570564,0.0001156841,0.0001057036,0.0001459243,0.0001970533,0.000349003,0.0002240425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002807977,"about_ca_system_score_gemma":0.0002926468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00504523,"about_ca_topic_score_gemma":0.005054142,"domain_scores_codex":[0.999929,0.00001658161,0.00000538433,0.00002302002,0.000008709111,0.0000173205],"domain_scores_gemma":[0.9998592,0.00006360875,0.00002608114,0.000006605498,0.00003175556,0.00001274914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.005344874,0.002037811,0.1236147,0.0003035681,0.000751649,0.0004926042,0.0001938607,0.4116728,0.09085155,0.0007288352,0.005063162,0.3589446],"study_design_scores_gemma":[0.00002236197,0.000400103,0.01895833,0.0000142298,0.00007027743,0.00004436897,0.00004417016,0.9760492,0.003826716,0.0001728916,0.0003877665,0.00000967873],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9700224,0.000644305,0.0268615,0.0002831409,0.00009598427,0.00004547074,0.0003573789,0.0002428737,0.001446976],"genre_scores_gemma":[0.9883494,0.0002320185,0.008649403,0.00008654275,0.00001423274,0.00008404907,0.0005230861,0.0000103724,0.002050882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00504523,"threshold_uncertainty_score":0.01003176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02659965636180499,"score_gpt":0.2647906828931197,"score_spread":0.2381910265313147,"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."}}