{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008085814,0.0003302288,0.0005304724,0.0002528179,0.00024958,0.000569215,0.0003843604,0.0001842258,0.0006892782],"category_scores_gemma":[0.00007539403,0.0003281007,0.00004502048,0.0006595572,0.00008555876,0.0002490685,0.0002153996,0.00003797065,0.0005255969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001730188,"about_ca_system_score_gemma":0.0001731865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008583617,"about_ca_topic_score_gemma":0.00001702111,"domain_scores_codex":[0.9976251,0.0001239957,0.0007691728,0.0006585092,0.0002994564,0.0005237348],"domain_scores_gemma":[0.9990611,0.00007067012,0.0002901068,0.0003862189,0.0001078249,0.00008404812],"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":[0.0003642348,0.00007727745,0.00002271153,0.0001355027,0.00001195576,0.00001199873,0.000165197,0.000003310174,0.9958472,0.001351865,0.001512211,0.0004965325],"study_design_scores_gemma":[0.0006731,0.00001973474,0.001360678,0.0000583727,0.00002748162,0.000006939687,0.0001242381,0.000003364311,0.9879849,0.0006623992,0.00875387,0.0003249057],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904782,0.0000383527,0.00009661602,0.0004637178,0.001142378,0.001069329,0.0001813109,0.0002497531,0.006280361],"genre_scores_gemma":[0.9965005,0.00006225338,0.0006775474,0.0007583036,0.0002210612,0.0002290234,0.0001524445,0.00003852052,0.001360349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007862287,"threshold_uncertainty_score":0.9999171,"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."}}