{"id":"W4401215074","doi":"10.26434/chemrxiv-2024-w1g7v","title":"pH-sulfate synergy regulates processing and mechanics of mussel byssus protein condensates","year":2024,"lang":"en","type":"preprint","venue":"ChemRxiv","topic":"Silk-based biomaterials and applications","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Byssus; Chemistry; Chemical engineering; Viscoelasticity; Rheology; Mussel; Biophysics; Nanotechnology; Mytilus; Materials science; Composite material; Geology; Oceanography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001025695,0.0002073632,0.0001063876,0.0001036609,0.0001238407,0.0002459135,0.00009129355,0.0001916322,0.0006786696],"category_scores_gemma":[0.0001945761,0.0001153049,0.0001149893,0.00006802971,0.0002670662,0.0002454743,0.0002247251,0.000195685,0.0001211946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001796782,"about_ca_system_score_gemma":0.0001349294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006737971,"about_ca_topic_score_gemma":0.0008570036,"domain_scores_codex":[0.9999254,0.00001173127,0.000005190767,0.00001952187,0.00001879184,0.00001934119],"domain_scores_gemma":[0.9999076,0.00002152119,0.00003616086,0.00000642249,0.00001327228,0.00001510568],"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":[0.00001468785,0.000001950925,0.0002053339,0.000006188531,9.282438e-7,0.000007687237,0.00001223849,0.00003463662,0.9995255,0.00001609268,0.000004187105,0.0001705995],"study_design_scores_gemma":[0.000003828307,0.00004054908,0.008954017,0.000001845106,0.000002434641,0.00002936521,0.00003523654,0.001313195,0.989329,0.00003366368,0.0002524317,0.000004386996],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998931,0.0001299464,0.0006248262,0.00002270027,0.000002578596,0.000003561575,0.00004019275,0.00001306384,0.0002320799],"genre_scores_gemma":[0.9989618,0.0001118044,0.0003799274,0.00001121877,0.000001922629,0.000006681389,0.00004114406,0.000009160367,0.0004762983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006786696,"threshold_uncertainty_score":0.002270341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0182289327944365,"score_gpt":0.2545971350108439,"score_spread":0.2363682022164074,"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."}}