{"id":"W4409103465","doi":"10.1371/journal.pone.0319777","title":"Effects of Ionizing Radiation on the Biophysical Properties of Type I Collagen Fibrils","year":2025,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Collagen: Extraction and Characterization","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Faculty of Dentistry, University of Toronto; Natural Sciences and Engineering Research Council of Canada","keywords":"Ionizing radiation; Biophysics; Fibril; Irradiation; Collagen fibril; Chemistry; Fourier transform infrared spectroscopy; Fluorescence; Radiation damage; Type I collagen; Materials science; Chemical engineering; Pathology; Optics","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":[0.0002586189,0.0002598471,0.0001301936,0.0001117718,0.00009260569,0.00017127,0.0001071989,0.0002600409,0.0006960611],"category_scores_gemma":[0.0003762631,0.0001064976,0.0002037226,0.00009141926,0.0002058158,0.0001689711,0.0001276967,0.0003073912,0.0001072231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000917073,"about_ca_system_score_gemma":0.00008642256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003465863,"about_ca_topic_score_gemma":0.0004131853,"domain_scores_codex":[0.9998385,0.00004032575,0.00001242817,0.00003191019,0.00005564938,0.0000211961],"domain_scores_gemma":[0.9997063,0.0001166501,0.00008671072,0.00002553295,0.00004208356,0.00002265419],"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":[0.00006521645,0.00001090084,0.0005936914,0.00002828901,0.000006450349,0.0000394646,0.00002017112,0.00006633786,0.9980637,0.000009341848,0.000007553645,0.001088916],"study_design_scores_gemma":[0.000005638253,0.0008518547,0.02860633,0.00001190292,0.00003318181,0.0003277086,0.00008982487,0.0006747481,0.9685544,0.00003435007,0.0007994852,0.00001071203],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959629,0.001705786,0.001634673,0.00002921091,0.0000119194,0.00001507505,0.00007299353,0.00001723273,0.0005503371],"genre_scores_gemma":[0.9963303,0.001169337,0.001739832,0.00006096052,0.000005696091,0.00001759926,0.00008994142,0.000009838077,0.0005764082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006960611,"threshold_uncertainty_score":0.002328575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03224763897205952,"score_gpt":0.2184906927037298,"score_spread":0.1862430537316703,"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."}}