{"id":"W7116078660","doi":"10.82417/43x8-zb45","title":"Exploring challenges and solutions in hydrogel failure and fracture mechanics for advancing vascular tissue engineering","year":2025,"lang":"en","type":"other","venue":"Espace ÉTS (ETS)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; York University","keywords":"Fracture (geology); Fracture mechanics; Tissue engineering; Cell mechanics; Finite element method; Self-healing hydrogels","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.002130444,0.000603905,0.0007123004,0.0011001,0.0006676427,0.001986508,0.00113972,0.001760761,0.008488903],"category_scores_gemma":[0.001541685,0.0002498454,0.0005182459,0.00108983,0.00172657,0.003268521,0.001407771,0.00188558,0.003128093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001078984,"about_ca_system_score_gemma":0.001183613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009478724,"about_ca_topic_score_gemma":0.00158355,"domain_scores_codex":[0.9995307,0.0001216173,0.00002536998,0.00009202023,0.0001956851,0.00003467279],"domain_scores_gemma":[0.9988229,0.0007552017,0.0001057138,0.0000689063,0.0001961637,0.00005118094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000837476,0.0001603593,0.001233823,0.005751883,0.00006277175,0.0005286559,0.0005459561,0.01625633,0.04446702,0.2230816,0.01843534,0.6893925],"study_design_scores_gemma":[0.00002566079,0.0003312802,0.002734253,0.002690346,0.00006391203,0.001144323,0.001544008,0.04324475,0.03874503,0.4944004,0.4149081,0.0001679292],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02373599,0.6418602,0.2383285,0.04000815,0.001597177,0.00007577349,0.0004111702,0.0006838586,0.05329928],"genre_scores_gemma":[0.1869406,0.6703186,0.1078323,0.002960001,0.001638699,0.0002030724,0.0004960336,0.0003113178,0.02929948],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008488903,"threshold_uncertainty_score":0.02839816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02368104157123782,"score_gpt":0.2392938223577697,"score_spread":0.2156127807865319,"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."}}