{"id":"W4386896298","doi":"10.1101/2023.09.19.558392","title":"Fluence-dependent degradation of fibrillar type I collagen by 222 nm far-UVC radiation","year":2023,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Collagen: Extraction and Characterization","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Irradiation; Fibril; Fluence; Biophysics; Sterilization (economics); Ultraviolet; Collagen fibril; Chemistry; Materials science; Connective tissue; Photochemistry; Optoelectronics; Pathology","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":[0.0001924714,0.0002720182,0.0001321448,0.0001249447,0.0001001657,0.0001221761,0.00008890212,0.0002429454,0.001053596],"category_scores_gemma":[0.0002221815,0.0001294242,0.0002174399,0.0001214966,0.0001298014,0.00009249881,0.00007494786,0.0002483297,0.0002249307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009438824,"about_ca_system_score_gemma":0.00007112126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000653666,"about_ca_topic_score_gemma":0.000619049,"domain_scores_codex":[0.9998479,0.00003819648,0.00001261534,0.000028742,0.00004555104,0.00002695746],"domain_scores_gemma":[0.9997072,0.0001269469,0.00006463376,0.00002657522,0.00004871286,0.00002601294],"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":[0.00006315201,0.00000972881,0.0002156212,0.0000203993,0.000003493165,0.00001803934,0.00001375453,0.00002660134,0.9992705,0.000004569452,0.00001003032,0.0003441678],"study_design_scores_gemma":[0.0000031807,0.000344801,0.008185074,0.000005127442,0.000007154084,0.00008850006,0.00002240058,0.0003157706,0.9906379,0.000006035943,0.0003787619,0.000005220938],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957892,0.001601617,0.001604389,0.00002336184,0.00001468142,0.000017937,0.0001570542,0.00001672113,0.0007748648],"genre_scores_gemma":[0.9958149,0.000680251,0.001740226,0.00004459874,0.000007333324,0.00002321143,0.0002964279,0.00001182038,0.001381286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001053596,"threshold_uncertainty_score":0.003524661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01843641097423808,"score_gpt":0.2328953003957832,"score_spread":0.2144588894215452,"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."}}