{"id":"W4363675681","doi":"10.32920/14753793.v1","title":"Nanomechanics: Aeronautics and Aerospace Prospect","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Nanotechnology research and applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Nanomechanics; Nanotechnology; Materials science; Nanometrology; Nanomaterials; Nanochemistry; Nanoelectromechanical systems; Characterization (materials science); Nanoscopic scale; Nanostructure; Nanowire; Nanorod; Nanofiber; Nanoshell; Nanoelectronics; Nanoparticle; Nanomedicine; Atomic force microscopy","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":[0.00009022975,0.0001623526,0.0001729923,0.0001138791,0.00004643781,0.0000503292,0.0002321763,0.0003393052,0.0000305108],"category_scores_gemma":[0.0000205935,0.0001602937,0.00003269923,0.000145735,0.00004834303,0.00002528875,0.0005479899,0.0006355285,0.0002357028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004928358,"about_ca_system_score_gemma":0.00002595876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000117014,"about_ca_topic_score_gemma":0.00004000655,"domain_scores_codex":[0.9992339,0.000004222014,0.0001245005,0.0002630147,0.0001028593,0.0002715254],"domain_scores_gemma":[0.9994216,0.00002930285,0.0000138457,0.0004349894,0.00002414779,0.00007612785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000169039,0.0001639595,0.001274642,0.004343606,0.001259909,0.00009507981,0.0004309121,0.03485028,0.1627942,0.5693963,0.1591542,0.06622008],"study_design_scores_gemma":[0.0007856262,0.0001190163,0.0006381107,0.0002981152,0.00009109393,0.00002815175,0.0002834702,0.3865472,0.1755367,0.3772367,0.05655119,0.001884636],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6241919,0.009245425,0.2830788,0.02074864,0.002421773,0.006734746,0.0006581094,0.03719439,0.01572624],"genre_scores_gemma":[0.9659547,0.005794381,0.01533044,0.00004136477,0.0001288532,0.0008831508,0.00007989141,0.0001584662,0.01162875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3516969,"threshold_uncertainty_score":0.6536587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02742906989795318,"score_gpt":0.2509572590418974,"score_spread":0.2235281891439442,"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."}}