{"id":"W4416713372","doi":"10.1016/j.actbio.2025.11.046","title":"Calcification and structural damage together accelerate porcine pericardium failure","year":2025,"lang":"en","type":"article","venue":"Acta Biomaterialia","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trinity College","funders":"","keywords":"Calcification; Pericardium; Stenosis; Aortic valve; Regurgitation (circulation); Calcinosis","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":[],"consensus_categories":[],"category_scores_codex":[0.0000361827,0.0001416998,0.0002353723,0.00006766611,0.0000758735,0.00007973688,0.00003992103,0.00006773022,0.0002139278],"category_scores_gemma":[0.00001350258,0.0001081245,0.0001488528,0.0001262475,0.00004790996,0.00007218859,0.00004856808,0.00002386652,0.00001435856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003944824,"about_ca_system_score_gemma":0.0000337401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001104819,"about_ca_topic_score_gemma":0.000001208832,"domain_scores_codex":[0.9993479,0.00002749265,0.0001453189,0.0002378136,0.00008914981,0.0001523056],"domain_scores_gemma":[0.9995403,0.000006079006,0.00004000332,0.0002728395,0.00005589138,0.00008489766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0004150528,0.00005501966,0.3791186,0.0001466513,0.0007958829,0.00002257016,0.0001378863,9.143019e-8,0.6070889,0.0003154978,0.01061709,0.001286767],"study_design_scores_gemma":[0.001348385,0.00004649336,0.9713973,0.00003673867,0.0004555855,0.000008487635,0.00009398417,0.0000177354,0.02013361,0.00007335783,0.006290087,0.00009818324],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960898,0.0001560736,0.000005043928,0.002031478,0.0005975425,0.0002809745,0.0000906807,0.00006486309,0.0006836097],"genre_scores_gemma":[0.9982036,0.00002300839,0.0001413568,0.0002666064,0.0001167658,0.00002126926,0.0002833476,0.00001382704,0.0009302033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5922788,"threshold_uncertainty_score":0.440919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01001983361899605,"score_gpt":0.3333873875693719,"score_spread":0.3233675539503758,"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."}}