{"id":"W2982820833","doi":"10.1039/c9sm01830a","title":"Self-healing silk from the sea: role of helical hierarchical structure in<i>Pinna nobilis</i>byssus mechanics","year":2019,"lang":"en","type":"article","venue":"Soft Matter","topic":"Silk-based biomaterials and applications","field":"Materials Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Max-Planck-Gesellschaft; Agence Nationale de la Recherche; Deutsche Forschungsgemeinschaft","keywords":"SILK; Byssus; Pinna; Polymer science; Materials science; Biology; Anatomy; Ecology; Composite material","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002494708,0.0001604654,0.0002584608,0.00002967671,0.00006718589,0.00007034048,0.0004474667,0.0001401194,0.002615623],"category_scores_gemma":[0.00001868268,0.0001070552,0.00006138439,0.0001392086,0.00005172032,0.00007818889,0.0001559803,0.0001399541,0.0007958622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000298996,"about_ca_system_score_gemma":0.00005318544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003384913,"about_ca_topic_score_gemma":0.00005329535,"domain_scores_codex":[0.9985796,0.0001206663,0.0003688289,0.0003726379,0.0002574483,0.0003008573],"domain_scores_gemma":[0.9989901,0.0002445351,0.0001146393,0.0005473846,0.0000437286,0.00005964293],"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":[0.00003169648,0.00005041355,0.006769522,0.00003143945,0.000005935004,6.870771e-7,0.0002671296,0.00003006294,0.9914765,0.0008966238,0.000350958,0.0000890419],"study_design_scores_gemma":[0.0004960037,0.0000372736,0.01282971,0.00004666726,0.00002175466,0.00000531763,0.0001362747,0.001421836,0.9663876,0.01527396,0.003121462,0.0002221657],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963942,0.0001011445,0.000182781,0.002020597,0.0003108785,0.0003798485,0.0004742805,0.00005780418,0.00007844926],"genre_scores_gemma":[0.9961751,0.000003310386,0.001646824,0.001869885,0.0001954813,0.00002742698,0.00004639304,0.0000229167,0.00001267319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02508892,"threshold_uncertainty_score":0.9999821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005357405421007337,"score_gpt":0.2201331348167421,"score_spread":0.2147757293957347,"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."}}