{"id":"W2043836003","doi":"10.1002/btpr.3","title":"Low doses of ultraviolet radiation stimulate cell activity in collagen‐based scaffolds","year":2008,"lang":"en","type":"article","venue":"Biotechnology Progress","topic":"Collagen: Extraction and Characterization","field":"Materials Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec; Université Laval","funders":"","keywords":"Biocompatibility; Chemistry; Scaffold; Tissue engineering; Mechanical strength; Biophysics; Cell; Ultraviolet radiation; Wound healing; Irradiation; Nanotechnology; Biomedical engineering; Biochemistry; Materials science; Immunology; Medicine; Biology; Composite material","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001664009,0.0001369213,0.000224738,0.0002858973,0.00009553612,0.00001494354,0.0002020815,0.0003938804,0.0001179213],"category_scores_gemma":[0.00002916471,0.0001393552,0.00004018332,0.0005351329,0.0003138157,0.0001572435,0.00003449719,0.00005775052,0.00003976062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006938835,"about_ca_system_score_gemma":0.0001086978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001987101,"about_ca_topic_score_gemma":0.00001508563,"domain_scores_codex":[0.9989431,0.00008349932,0.0002646195,0.0003026756,0.0001715692,0.000234554],"domain_scores_gemma":[0.9993142,0.00003664144,0.0002653017,0.0002892499,0.00005843014,0.00003611954],"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":[0.0001226514,0.0004024897,0.005886208,0.00004130973,0.000001919002,0.0000203342,0.00006198268,0.00009512401,0.9859082,0.00002002812,0.00003703142,0.007402785],"study_design_scores_gemma":[0.0007566358,0.0001174393,0.05667376,0.00002229501,0.000005544375,0.000008173825,0.00001912005,0.001060216,0.9407667,0.000007476899,0.0004325043,0.0001301456],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980298,0.00008159375,0.0004955375,0.0004896649,0.0002546305,0.0003730864,0.0000307459,0.0001978051,0.00004717655],"genre_scores_gemma":[0.99918,0.00007791921,0.0005619382,0.00003132953,0.00002232627,0.00003660182,0.00001663176,0.00001326983,0.00005998362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05078755,"threshold_uncertainty_score":0.568274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01215207151312536,"score_gpt":0.2439875682489707,"score_spread":0.2318354967358454,"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."}}