{"id":"W4403089624","doi":"10.1101/2024.10.02.616390","title":"Decoding Collagen's Thermally Induced Unfolding and Refolding Pathways","year":2024,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Collagen: Extraction and Characterization","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Decoding methods; Chemistry; Biophysics; Computer science; Biology; Telecommunications","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":[0.0002908699,0.0002675185,0.0001951963,0.0001293816,0.0001836124,0.000454518,0.0002460726,0.0003495692,0.000599954],"category_scores_gemma":[0.000484122,0.0001711123,0.0002164574,0.0001063367,0.0002059422,0.0003436251,0.0002336566,0.0005434896,0.0002824838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000456488,"about_ca_system_score_gemma":0.0004005194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001021713,"about_ca_topic_score_gemma":0.001953934,"domain_scores_codex":[0.9998825,0.00001894119,0.000008439947,0.0000250561,0.00003719982,0.00002789855],"domain_scores_gemma":[0.9998072,0.00005646852,0.00005927311,0.00001774175,0.00003344009,0.00002588957],"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":[0.00005846345,0.000008004968,0.0003880995,0.00004646719,0.000004050805,0.00005592823,0.00003403128,0.001007745,0.9952323,0.0005786135,0.00005627541,0.002530048],"study_design_scores_gemma":[0.00001074933,0.00008285481,0.001983721,0.00001193813,0.00000843655,0.00009611115,0.00003582477,0.01885156,0.9764519,0.0002947535,0.00215973,0.00001245785],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9679489,0.001333471,0.0277044,0.000174312,0.00005988411,0.00004065478,0.0003815474,0.0002393264,0.00211762],"genre_scores_gemma":[0.9781029,0.001083269,0.01900698,0.00005632359,0.0000112552,0.00003810267,0.0003309343,0.0000971999,0.001273075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001021713,"threshold_uncertainty_score":0.003312051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0229312241685354,"score_gpt":0.2290158718232462,"score_spread":0.2060846476547108,"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."}}