{"id":"W4407958855","doi":"10.1021/acsabm.4c01509","title":"Collagen Hybridizing Peptides Promote Collagen Fibril Growth <i>In Vitro</i>","year":2025,"lang":"en","type":"article","venue":"ACS Applied Bio Materials","topic":"Collagen: Extraction and Characterization","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; St. Michael's Hospital; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; Canada Foundation for Innovation; Ontario Research Foundation","keywords":"In vitro; Fibril; Collagen fibril; Chemistry; Biophysics; Biochemistry; Biology","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":[0.0001420979,0.0003145081,0.000103836,0.0001318657,0.00007804953,0.0002134306,0.0001226774,0.0001680083,0.0008734159],"category_scores_gemma":[0.0001424333,0.0001197883,0.0001338877,0.00008210287,0.0001237762,0.0001631242,0.0001133279,0.0002366792,0.0002286706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002026031,"about_ca_system_score_gemma":0.0001297253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001256726,"about_ca_topic_score_gemma":0.002350496,"domain_scores_codex":[0.9999392,0.00000709022,0.000004087164,0.00001605212,0.00002007682,0.0000135881],"domain_scores_gemma":[0.999921,0.00002496635,0.00002095126,0.000006813514,0.00001255423,0.00001371506],"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":[0.000027206,0.00001073416,0.0001867297,0.00001746719,0.000002525484,0.00002564962,0.000005467348,0.0006654787,0.9961551,0.0000409804,0.00007356732,0.002789139],"study_design_scores_gemma":[0.000003144616,0.00006794013,0.001581957,0.000003197404,0.000003491558,0.0000623757,0.000007018163,0.01087364,0.9865644,0.00002607534,0.0008031204,0.000003539048],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.968881,0.0008692553,0.02556128,0.0001142441,0.00005273524,0.00004076813,0.0004384793,0.0005097885,0.003532389],"genre_scores_gemma":[0.9780978,0.0006122679,0.01899948,0.00006193211,0.0000121892,0.0000295271,0.0003162738,0.00006937305,0.001801152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001256726,"threshold_uncertainty_score":0.002921879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008156693417544164,"score_gpt":0.2288656568604735,"score_spread":0.2207089634429293,"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."}}