{"id":"W2585699623","doi":"10.1016/j.bpj.2016.11.2641","title":"Nano-Mechanical Studies of Collagen: The Influence of Ionic Strength, pH and Collagen Sources on Molecular Flexibility","year":2017,"lang":"en","type":"article","venue":"Biophysical Journal","topic":"Collagen: Extraction and Characterization","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Flexibility (engineering); Type I collagen; Ionic strength; Extracellular matrix; Biophysics; Chemistry; Tendon; Molecule; Fibril; Collagen fibril; Molecular dynamics; Materials science; Anatomy; Biochemistry; Computational chemistry; Pathology; Biology; Organic chemistry","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0004563024,0.0001239274,0.0002806874,0.00003170383,0.0005338763,0.0001378643,0.0003614037,0.00005715769,0.00004864255],"category_scores_gemma":[0.0004675269,0.00008019422,0.00008711484,0.00007487717,0.0004753352,0.0001905104,0.0001441057,0.00007070692,0.000009031081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003233899,"about_ca_system_score_gemma":0.00007378251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009694792,"about_ca_topic_score_gemma":0.000004580981,"domain_scores_codex":[0.9987287,0.0001612927,0.0003733007,0.0001929543,0.0003906801,0.0001530768],"domain_scores_gemma":[0.9985035,0.0001425146,0.0006240621,0.0003797791,0.0002694337,0.0000807183],"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":[0.0001334867,0.0001265306,0.00009750656,0.00002523587,0.00002673819,0.000005710113,0.0002577438,0.0001284637,0.9974546,0.001081322,0.00002246344,0.000640228],"study_design_scores_gemma":[0.0003419502,0.0002763987,0.02488828,0.00007284401,0.0000383701,0.0000187466,0.0003483612,0.0001166299,0.9730909,0.0005978088,0.0001177607,0.00009195238],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998974,0.00004745943,0.00002985125,0.0005131529,0.0002217592,0.000133953,0.00002057357,0.000009057805,0.0000502255],"genre_scores_gemma":[0.9995648,0.0001233072,0.0000720945,0.00006891997,0.000115316,0.000004032774,4.991435e-7,0.000006989647,0.00004401023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02479077,"threshold_uncertainty_score":0.4106199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02893503166275252,"score_gpt":0.3082245636982757,"score_spread":0.2792895320355232,"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."}}