{"id":"W4246378939","doi":"10.32920/ryerson.14640912.v1","title":"Advancing biomimetic materials through ISO standards","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Biomimetics; Standardization; Consistency (knowledge bases); Function (biology); Quality (philosophy); International standardization; Engineering; Productivity; Engineering management; Business; Systems engineering; Management science; Computer science; Nanotechnology; Engineering ethics; Process management; Economics; Artificial intelligence; Materials 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04456057,0.00168984,0.0009427813,0.005395409,0.002028697,0.008943587,0.004419415,0.004632864,0.004992637],"category_scores_gemma":[0.05245302,0.001044187,0.001370911,0.003843855,0.003855364,0.01310021,0.005888321,0.006453117,0.006642607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003529387,"about_ca_system_score_gemma":0.0114398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002618962,"about_ca_topic_score_gemma":0.002273935,"domain_scores_codex":[0.9552416,0.007963834,0.003835668,0.00169671,0.03009467,0.001167507],"domain_scores_gemma":[0.944313,0.006131297,0.002641617,0.01560706,0.0302745,0.001032553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005894382,0.0002695855,0.0009134976,0.0007110846,0.00003064317,0.0002287929,0.0009532466,0.005932183,0.01035193,0.7490227,0.02905203,0.2024754],"study_design_scores_gemma":[0.00002608872,0.0001095087,0.0006382131,0.0008504072,0.00002464668,0.0002687817,0.0004111273,0.007004051,0.01196788,0.2244405,0.7541834,0.00007549115],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.007033433,0.004318568,0.8050582,0.01133326,0.003499977,0.0008268265,0.0005543967,0.002894441,0.1644808],"genre_scores_gemma":[0.03508488,0.006507208,0.9268984,0.0022118,0.0008488148,0.0008679306,0.002759899,0.001582008,0.02323913],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.04456057,"threshold_uncertainty_score":0.2356616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008198806667024817,"score_gpt":0.243623461791497,"score_spread":0.2354246551244721,"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."}}