{"id":"W2042055625","doi":"10.1039/b925799c","title":"Reinforcement of collagen with covalently-functionalized single-walled carbon nanotube crosslinkers","year":2010,"lang":"en","type":"article","venue":"Journal of Materials Chemistry","topic":"Collagen: Extraction and Characterization","field":"Materials Science","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brockhouse Institute for Materials Research; McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; Allergan","keywords":"Self-healing hydrogels; Carbon nanotube; Materials science; Covalent bond; Polymer chemistry; Carbodiimide; Dynamic mechanical analysis; Chemical engineering; Raman spectroscopy; Polymer; Composite material; Chemistry; Organic chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005922008,0.000171147,0.0003972009,0.00004709592,0.00007041918,0.0001208019,0.0002165921,0.0001452148,0.009641385],"category_scores_gemma":[0.0001868345,0.0001363036,0.0000728119,0.0001101453,0.0001165977,0.0001927224,0.0000375305,0.00008665583,0.000007430629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007276483,"about_ca_system_score_gemma":0.0002470092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001233761,"about_ca_topic_score_gemma":0.000002994572,"domain_scores_codex":[0.9982072,0.0000381041,0.0008675367,0.0001560251,0.0005476469,0.0001835608],"domain_scores_gemma":[0.9976846,0.00005933377,0.001372361,0.000226965,0.0005451119,0.0001116334],"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":[0.001294944,0.0001183718,0.00007232755,0.0001403021,0.00003455324,0.00001728197,0.0001132806,0.000102503,0.9979331,0.000008030227,0.0001308634,0.00003445583],"study_design_scores_gemma":[0.00137579,0.0001254448,0.0003680899,0.00009995078,0.00006024342,0.0002644239,0.0001075308,0.000008385335,0.9936462,0.00001167068,0.003786072,0.0001461761],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968364,0.00001648625,0.00008650221,0.000132039,0.001393952,0.0001186782,0.00002757524,0.00001967122,0.001368651],"genre_scores_gemma":[0.9975256,0.00001667347,0.0006177335,0.00004391524,0.0004397242,0.000005726858,0.00001629383,0.00002031295,0.001314033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009633954,"threshold_uncertainty_score":0.9912639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009815495240778753,"score_gpt":0.2215643656224883,"score_spread":0.2117488703817096,"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."}}