{"id":"W2053701804","doi":"10.1016/j.jconrel.2011.09.012","title":"Photo-induced in situ forming hydrogels based on collagen and a biocompatible macromolecular photoinitiator","year":2011,"lang":"en","type":"article","venue":"Journal of Controlled Release","topic":"Collagen: Extraction and Characterization","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"Stem Cell Network","keywords":"Xylose; Xylan; Chemistry; Hydrolysis; Yield (engineering); Furfural; Sulfuric acid; Corn stover; Diffusion; Nuclear chemistry; Self-healing hydrogels; Chemical engineering; Organic chemistry; Catalysis; Materials science; Fermentation","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000215073,0.0003730984,0.000156191,0.0001723543,0.000112247,0.0002394468,0.0001989679,0.0002662818,0.0009278243],"category_scores_gemma":[0.0001953628,0.0002244211,0.0001875789,0.0001589731,0.0002284668,0.0002797246,0.000144201,0.000371761,0.0002008149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002382876,"about_ca_system_score_gemma":0.0002172025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005250526,"about_ca_topic_score_gemma":0.001224989,"domain_scores_codex":[0.9998808,0.00001662977,0.000007868496,0.00002629546,0.00002456738,0.00004381297],"domain_scores_gemma":[0.9997627,0.00007444442,0.00007699917,0.00002255225,0.00001945547,0.0000438373],"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":[0.00002388637,0.000004877419,0.00002064718,0.00001148936,0.000001003161,0.00002073893,0.000007622305,0.0000188384,0.9996146,0.0000197523,0.000005749624,0.0002509397],"study_design_scores_gemma":[0.000003987581,0.00002507135,0.0002876595,9.145817e-7,0.000002689851,0.0000300907,0.000004231605,0.00014487,0.9992712,0.00000515595,0.0002227085,0.000001466413],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838077,0.001238681,0.01232505,0.00007501026,0.00005965274,0.00006609848,0.0002454972,0.0001064464,0.002075714],"genre_scores_gemma":[0.9904789,0.0005136708,0.006953935,0.00003936983,0.00001316949,0.0000346621,0.00009553205,0.00003177599,0.001838806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009278243,"threshold_uncertainty_score":0.003103912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01912458161740973,"score_gpt":0.2387488458848118,"score_spread":0.2196242642674021,"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."}}