{"id":"W2530517943","doi":"10.1021/acsbiomaterials.6b00469","title":"Biomechanical Design of Elastic Protein Biomaterials: A Balance of Protein Structure and Conformational Disorder","year":2016,"lang":"en","type":"article","venue":"ACS Biomaterials Science & Engineering","topic":"Silk-based biomaterials and applications","field":"Materials Science","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada Research Chairs; University of Toronto; Hospital for Sick Children","funders":"","keywords":"Toughness; Materials science; Stiffness; Ultimate tensile strength; Viscoelasticity; Extensibility; Nanotechnology; Composite material; Computer science","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":[0.00120075,0.0003071107,0.0005027321,0.0003006808,0.0001431972,0.0001506434,0.0006491184,0.0001329709,0.0002651267],"category_scores_gemma":[0.0003682031,0.0002062601,0.00003631358,0.00056359,0.0008166094,0.0006844972,0.0002490688,0.00001270143,0.00001932558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005172169,"about_ca_system_score_gemma":0.0001831785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004379779,"about_ca_topic_score_gemma":6.426777e-7,"domain_scores_codex":[0.9974257,0.00006841197,0.0009169556,0.0005111938,0.0005473994,0.0005303656],"domain_scores_gemma":[0.9986029,0.00009840026,0.0004719675,0.0004466114,0.0002276406,0.000152506],"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":[0.00005780718,0.00003767299,0.00002139938,0.0001284616,0.000006403104,7.778517e-7,0.00005554813,0.00005822991,0.9925456,0.006915411,0.000003119248,0.0001695859],"study_design_scores_gemma":[0.0005383929,0.0001614565,0.0006271841,0.0003531358,0.00001221351,0.00001832583,0.00001374431,0.0003169712,0.9970327,0.0005932643,0.00004854932,0.0002840804],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9655499,0.00004904151,0.03224319,0.0001048607,0.0003518062,0.0009581476,0.0006193545,0.0001215885,0.000002040967],"genre_scores_gemma":[0.9821315,0.000006643772,0.01759589,0.000006465618,0.00006785942,0.000153292,0.000007999764,0.00002527431,0.000005030377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01658158,"threshold_uncertainty_score":0.8411043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01041185349338054,"score_gpt":0.2249014050488731,"score_spread":0.2144895515554925,"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."}}