{"id":"W6938806070","doi":"10.60692/2aqak-e8t51","title":"Mathematical Modeling of Uniaxial Mechanical Properties of Collagen Gel Scaffolds for Vascular Tissue Engineering","year":2015,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Elasticity and Material Modeling","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Viscoelasticity; Akaike information criterion; Extracellular matrix; Tissue engineering; Process (computing); Matrix (chemical analysis); Nonlinear system; Biomechanics; Rat model","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002759063,0.0005251436,0.0002798522,0.0005651171,0.0002057161,0.0006264885,0.0004902371,0.0008275676,0.000784207],"category_scores_gemma":[0.0006575806,0.0001841968,0.0005250543,0.0003280753,0.0003163651,0.0004968347,0.0003107278,0.0003831637,0.0002803224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004738728,"about_ca_system_score_gemma":0.0004469915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002191203,"about_ca_topic_score_gemma":0.002077182,"domain_scores_codex":[0.9998869,0.00003495772,0.000008360235,0.00002154288,0.00003860973,0.000009708388],"domain_scores_gemma":[0.9998223,0.00007422426,0.00005216421,0.00001208007,0.00003335515,0.000005798522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002169283,0.00004467743,0.0007940943,0.0001386475,0.00002507468,0.000157887,0.00009289233,0.9284621,0.02536218,0.03097265,0.0004578253,0.01347029],"study_design_scores_gemma":[0.000001251418,0.00001529003,0.0002405314,0.000006668447,0.00000551645,0.00003011827,0.000007495556,0.9961572,0.0008377007,0.002081804,0.0006118539,0.000004602078],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09012691,0.002815276,0.8907241,0.0005936311,0.0000879651,0.00008233931,0.0002466388,0.0001821854,0.01514094],"genre_scores_gemma":[0.946552,0.002836832,0.04000252,0.00008008955,0.00005856516,0.0002628095,0.0001967774,0.00004598832,0.009964479],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002191203,"threshold_uncertainty_score":0.004356861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05194037977564197,"score_gpt":0.1908668413450159,"score_spread":0.138926461569374,"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."}}