{"id":"W4306319761","doi":"10.1093/eurheartj/ehac544.3010","title":"Modeling cardiac fibroblast heterogeneity in fibrotic heart using human pluripotent stem cell derived epicardial cells","year":2022,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Congenital heart defects research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Induced pluripotent stem cell; Organoid; Myocyte; Stem cell; Medicine; Cell biology; Heart development; Heart failure; Cardiac myocyte; Internal medicine; Cardiology; Biology; Embryonic stem cell","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003428637,0.0002853675,0.0001433982,0.0002041747,0.0001349691,0.0003581718,0.0002308606,0.0003219033,0.0008596187],"category_scores_gemma":[0.0001276286,0.0001288144,0.0002169123,0.0001220889,0.0001588056,0.0001673759,0.0002843601,0.0003399513,0.0002536908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001360164,"about_ca_system_score_gemma":0.0001481578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00044598,"about_ca_topic_score_gemma":0.0005340544,"domain_scores_codex":[0.9998612,0.00001797934,0.00001731583,0.00003630503,0.0000505829,0.00001659644],"domain_scores_gemma":[0.9999024,0.00002296461,0.000024354,0.00001684529,0.00001694645,0.00001661238],"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":[0.0000271667,0.00001863923,0.0006026449,0.00005356826,0.000005879057,0.0001371031,0.00005382753,0.001357472,0.99485,0.0003176247,0.00005930319,0.002516729],"study_design_scores_gemma":[0.00002413329,0.0003320505,0.004357906,0.00003048483,0.00003854467,0.0004849493,0.00006243394,0.01583525,0.9702532,0.000238678,0.008329577,0.00001288648],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8868067,0.001784881,0.1054378,0.0001572363,0.00008485693,0.0001865716,0.0006374366,0.0003052439,0.00459931],"genre_scores_gemma":[0.9684607,0.0007468301,0.02787589,0.00006665654,0.00001106833,0.0001511604,0.0004325663,0.00003256195,0.00222256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008596187,"threshold_uncertainty_score":0.002875686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04850864112690392,"score_gpt":0.2996550706133708,"score_spread":0.2511464294864669,"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."}}