{"id":"W4401631751","doi":"10.22215/etd/2024-16052","title":"The Influence of Manufacturing Method and Collagen on the Mechanical Performance of Sodium Alginate-Based Scaffolds for Cartilage Tissue Engineering","year":2024,"lang":"en","type":"dissertation","venue":"","topic":"Osteoarthritis Treatment and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Gelatin; Materials science; Tissue engineering; Biomedical engineering; Scaffold; Cartilage; Elastic modulus; Composite material; Sodium alginate; Self-healing hydrogels; Modulus; Swelling; Sodium; Chemistry; Polymer chemistry; Anatomy","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":[0.0005615127,0.0003349702,0.000135438,0.0002369778,0.0001689085,0.0003300168,0.0001103835,0.000191126,0.0009410716],"category_scores_gemma":[0.0006115941,0.0001724844,0.0001723492,0.0002282199,0.0001429801,0.0002540641,0.0001412503,0.0002440005,0.0002655772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001264901,"about_ca_system_score_gemma":0.0001541519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004615269,"about_ca_topic_score_gemma":0.001646359,"domain_scores_codex":[0.9996599,0.00008885961,0.00005013568,0.0000421396,0.0001237678,0.0000350759],"domain_scores_gemma":[0.9994679,0.000294628,0.0001208078,0.00002345546,0.00006362693,0.00002953232],"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":[0.00005573201,0.00002123984,0.0002304617,0.00007783034,0.000005401667,0.00003050672,0.00002647388,0.00007949631,0.9977123,0.00001060738,0.000009879535,0.001740159],"study_design_scores_gemma":[0.000004781415,0.0003647645,0.005199097,0.00001358554,0.00002701496,0.00009603894,0.00002990177,0.0004267092,0.9929756,0.00001066258,0.0008442396,0.000007720562],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890687,0.004960945,0.003324915,0.00004704147,0.00005750767,0.00004282235,0.0001065109,0.00002368538,0.002367932],"genre_scores_gemma":[0.9872603,0.004219647,0.006485895,0.00005188948,0.00002107982,0.00006258983,0.0001279465,0.00003395565,0.001736675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009410716,"threshold_uncertainty_score":0.003148198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008602448876424381,"score_gpt":0.2693954843826769,"score_spread":0.2607930355062525,"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."}}