{"id":"W2594837171","doi":"10.1115/1.4036021","title":"Remote Determination of Time-Dependent Stiffness of Surface-Degrading-Polymer Scaffolds Via Synchrotron-Based Imaging","year":2017,"lang":"en","type":"article","venue":"Journal of Biomechanical Engineering","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Materials science; Stiffness; Scaffold; Finite element method; Polymer; Composite material; Surface modification; Synchrotron; Biomedical engineering; Material properties; Displacement (psychology); Modulus; Tissue engineering; Elastic modulus; Structural engineering; Chemistry; Optics","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":[0.0003472089,0.0002958812,0.0002198947,0.0004123643,0.0001368525,0.000260744,0.0002222866,0.0002992732,0.0004047482],"category_scores_gemma":[0.0005464718,0.0002270204,0.0001270326,0.0002141381,0.0002884947,0.000384386,0.0002261176,0.0002878678,0.0001381836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002019416,"about_ca_system_score_gemma":0.0001949698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004044981,"about_ca_topic_score_gemma":0.001164045,"domain_scores_codex":[0.9998325,0.00002979426,0.0000107499,0.00003821826,0.00007098458,0.00001767305],"domain_scores_gemma":[0.9994178,0.0002526395,0.0001662888,0.00005238519,0.00007713331,0.00003378644],"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":[0.00002014923,0.000006006595,0.0004332617,0.00001467286,0.000001565435,0.00001544526,0.00002160098,0.0001391168,0.9975799,0.00002843354,0.000005933503,0.00173402],"study_design_scores_gemma":[0.00000369944,0.00009996166,0.01038234,0.000003867087,0.000009733787,0.0001412964,0.00003477811,0.006473051,0.9824294,0.00005097908,0.0003601409,0.0000107249],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9302537,0.0009029454,0.06752241,0.00004110557,0.00001374395,0.00002753477,0.0001173181,0.0001396354,0.000981623],"genre_scores_gemma":[0.9515009,0.000565979,0.04674131,0.00002598516,0.00001137596,0.00004470631,0.00009095073,0.00002618097,0.0009925521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004123643,"threshold_uncertainty_score":0.00183624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009039199646289617,"score_gpt":0.2500075829435607,"score_spread":0.240968383297271,"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."}}