{"id":"W2119669799","doi":"10.1557/jmr.2014.365","title":"With great structure comes great functionality: Understanding and emulating spider silk","year":2014,"lang":"en","type":"article","venue":"Journal of materials research/Pratt's guide to venture capital sources","topic":"Silk-based biomaterials and applications","field":"Materials Science","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Institut National de la Recherche Scientifique","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Alexander von Humboldt-Stiftung","keywords":"Materials science; SILK; Spider silk; Polymer science; Nanotechnology; Composite material","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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003337544,0.0003406433,0.0006720425,0.0003259731,0.0006890144,0.00119418,0.0004789635,0.0001796161,0.001842255],"category_scores_gemma":[0.0004996528,0.0002266513,0.00007924982,0.0003156558,0.0004089641,0.0004779403,0.0002468302,0.0002386425,0.00004215685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002381878,"about_ca_system_score_gemma":0.0001168215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001827263,"about_ca_topic_score_gemma":0.00006968378,"domain_scores_codex":[0.9960188,0.0006588574,0.0009254512,0.0004687929,0.001279651,0.0006484818],"domain_scores_gemma":[0.9975848,0.0004821972,0.0005589846,0.0003727008,0.0005667886,0.0004345552],"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":[0.0004668168,0.00004616759,0.0009703026,0.0001341742,0.0000549188,0.00002697238,0.0005432061,0.0003878763,0.9906056,0.002876842,0.003671471,0.0002156476],"study_design_scores_gemma":[0.001925163,0.002094336,0.008089148,0.0006374965,0.0001184339,0.0007194434,0.003957869,0.00002454788,0.9506376,0.008920091,0.02220861,0.000667311],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948295,0.0003090639,0.0009204895,0.002674218,0.0005462188,0.0003946984,0.0001605642,0.00004147133,0.0001237281],"genre_scores_gemma":[0.995886,0.00002343138,0.002253409,0.000224974,0.001388245,0.0000156548,0.00001723434,0.00005104436,0.0001400131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03996805,"threshold_uncertainty_score":0.9998427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04901584855925695,"score_gpt":0.3238047714710847,"score_spread":0.2747889229118278,"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."}}