{"id":"W4406806157","doi":"10.1016/j.actbio.2025.01.034","title":"A collagen-based laboratory model to mimic sex-specific features of calcific aortic valve disease","year":2025,"lang":"en","type":"article","venue":"Acta Biomaterialia","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Montreal Heart Institute; McGill University","funders":"Canada Foundation for Innovation; Réseau de Recherche en Santé Buccodentaire et Osseuse","keywords":"Aortic valve; Materials science; Biomedical engineering; Calcification; Disease; Cardiology; Internal medicine; Medicine","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":[0.00007350964,0.0002481177,0.0004495116,0.0002341697,0.00007014518,0.00004870379,0.0001133975,0.00008562872,0.00009667095],"category_scores_gemma":[0.00003886074,0.0002169419,0.0005981849,0.000451331,0.00006833263,0.00003809995,0.00005449862,0.00002285259,0.00003245142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001415015,"about_ca_system_score_gemma":0.0004604958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005293311,"about_ca_topic_score_gemma":0.000001256719,"domain_scores_codex":[0.9986795,0.00005298652,0.0003141938,0.0004065363,0.000258863,0.000287904],"domain_scores_gemma":[0.9987097,0.00002227172,0.00007263179,0.0006794563,0.0001609439,0.0003549791],"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":[0.004046866,0.001294469,0.05062578,0.000867279,0.001448211,0.0000620595,0.0001916305,0.00006357462,0.8678899,0.0002816372,0.07249779,0.0007307868],"study_design_scores_gemma":[0.004616453,0.0002175518,0.8263112,0.0004990045,0.002065438,9.376525e-7,0.0001020776,0.0003755071,0.1604578,0.0001495805,0.004790096,0.0004144045],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950947,0.0007526216,0.00005643318,0.0005371307,0.0008492405,0.0007582648,0.001631148,0.00009228362,0.0002282198],"genre_scores_gemma":[0.9977846,0.00002550783,0.0002561525,0.0006721906,0.00006909341,0.0001083038,0.0002975336,0.00003271694,0.0007539692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7756854,"threshold_uncertainty_score":0.8846635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01384260862369109,"score_gpt":0.3239624982973751,"score_spread":0.310119889673684,"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."}}