{"id":"W4415140530","doi":"10.1016/j.biomaterials.2025.123778","title":"A high frequency ultrasound-based platform to non-destructively quantify geometric, acoustic and mechanical properties of thin, engineered soft connective tissues in vitro","year":2025,"lang":"en","type":"article","venue":"Biomaterials","topic":"Bone Tissue Engineering Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of Toronto; Ted Rogers Centre for Heart Research","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; University of Toronto","keywords":"Biomaterial; Tissue engineering; Soft tissue; Viability assay; Ultrasound; Modulus; Dynamic mechanical analysis; Polyurethane","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000392463,0.0003636644,0.0008291999,0.0007838792,0.00003286105,0.00009348537,0.0002260246,0.0002328687,0.00003942278],"category_scores_gemma":[0.000562155,0.0003479113,0.0000423862,0.0006765149,0.00005488009,0.000168553,0.00005850477,0.00003752776,0.00001423998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001502195,"about_ca_system_score_gemma":0.00004777488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004623453,"about_ca_topic_score_gemma":0.00001518498,"domain_scores_codex":[0.9983431,0.00003712517,0.0006949623,0.0003366891,0.0001799925,0.0004082032],"domain_scores_gemma":[0.9992588,0.0002116959,0.00006734044,0.0002925391,0.0000789712,0.00009063121],"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":[0.0001492193,0.00003100913,0.00001673459,0.0008580181,0.00008105678,0.000008881726,0.0002275017,0.006648762,0.9914854,0.0003182258,0.00002588,0.0001493533],"study_design_scores_gemma":[0.0007387841,0.00007591067,0.003340927,0.0003874071,0.00003875311,0.000006458606,0.00006318718,0.001219884,0.9934713,0.0003017697,0.00001132762,0.0003442806],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839773,0.0004014701,0.01290765,0.0000302863,0.001340306,0.000753032,0.0002089149,0.0003643215,0.00001670816],"genre_scores_gemma":[0.990003,0.00001803375,0.009668482,0.00001372469,0.00005821607,0.0001475302,0.00001906142,0.00006187812,0.00001000467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006025754,"threshold_uncertainty_score":0.9998973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01340450285974057,"score_gpt":0.2224483235211375,"score_spread":0.2090438206613969,"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."}}