{"id":"W2955994182","doi":"10.1016/j.ultramic.2019.06.008","title":"Modeling and simulation of contact parameters of elliptical and cubic nanoparticles to be used in nanomanipulation based on atomic force microscope","year":2019,"lang":"en","type":"article","venue":"Ultramicroscopy","topic":"Adhesion, Friction, and Surface Interactions","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Indentation; Nanoparticle; Materials science; Contact area; Contact mechanics; Surface roughness; Polystyrene; Surface finish; Hertz; Nanoindentation; Contact angle; Composite material; Finite element method; Mechanics; Nanotechnology; Geometry; Physics; Mathematics; Thermodynamics","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":[0.00009718829,0.0001169046,0.00020848,0.0001473737,0.0000246972,0.00001768239,0.00003652462,0.00007031654,0.000008346926],"category_scores_gemma":[0.00002897255,0.0001222842,0.00002785067,0.000125649,0.00001838542,0.0001371526,0.000005653741,0.00007466303,0.000003487676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000519079,"about_ca_system_score_gemma":0.00001124772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009968418,"about_ca_topic_score_gemma":0.00004356344,"domain_scores_codex":[0.9992706,0.00002397015,0.0003127569,0.0001635752,0.00008851854,0.0001405699],"domain_scores_gemma":[0.9995249,0.0002341843,0.00003341465,0.0001282221,0.00003236641,0.00004693907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004726976,0.00001505048,0.01447878,0.0000351582,0.000003569395,7.705247e-8,0.0003365958,0.4966244,0.4884014,0.00001852936,5.457098e-7,0.00003862832],"study_design_scores_gemma":[0.0003755878,0.00009621376,0.006132206,0.0000844964,0.000007400779,3.546621e-7,0.0001162991,0.6903743,0.3027058,0.00002557924,0.000003477335,0.00007831856],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985768,0.00003264969,0.01370443,0.00001733697,0.0001095766,0.0002986723,0.00001167094,0.00003064807,0.00002701674],"genre_scores_gemma":[0.9970914,0.00001356701,0.002828752,0.00002323267,0.000003599983,0.00000383992,0.000007831629,0.00002003192,0.000007793374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1937499,"threshold_uncertainty_score":0.4986607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01615544317420747,"score_gpt":0.2582216292545615,"score_spread":0.2420661860803541,"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."}}