{"id":"W3047790185","doi":"10.1016/j.jcis.2020.08.025","title":"Film thickness limits of a buckling-based method to determine mechanical properties of polymer coatings","year":2020,"lang":"en","type":"article","venue":"Journal of Colloid and Interface Science","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; University of British Columbia","funders":"European Regional Development Fund; Agence Nationale de la Recherche","keywords":"Materials science; Polydimethylsiloxane; Polyvinyl alcohol; Buckling; Coating; Composite material; Modulus; Polymer","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":[0.0006091475,0.00009414691,0.0003552154,0.00009245185,0.00005195829,0.00001115598,0.0003189102,0.00004545035,0.000009243302],"category_scores_gemma":[0.001055747,0.000066883,0.0000592806,0.0003497191,0.0002537518,0.0001287941,0.0001148893,0.0001829964,5.565917e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000150331,"about_ca_system_score_gemma":0.0001074925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000056107,"about_ca_topic_score_gemma":0.000001162915,"domain_scores_codex":[0.9989775,0.00002619409,0.0004489029,0.0001318164,0.000266669,0.0001488755],"domain_scores_gemma":[0.9991072,0.0001214583,0.0002237049,0.00006904791,0.0003518565,0.0001267454],"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":[0.0002044526,0.00002028577,0.0000904013,0.00006946897,0.00001377695,5.181985e-7,0.001194719,0.004215522,0.9935998,0.0003836303,0.00001713823,0.0001902732],"study_design_scores_gemma":[0.0002360847,0.0004249026,0.00002579,0.0001879158,0.00001547152,0.00001305026,0.0002584576,0.2411107,0.7576541,0.000008669321,0.000009629995,0.00005518331],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6577876,0.0005224181,0.3403666,0.001119751,0.00007940571,0.00004924771,0.00000222474,0.000005097375,0.00006774013],"genre_scores_gemma":[0.9843969,0.00001246133,0.0152183,0.0002409563,0.00002283538,0.000001054875,2.044176e-8,0.000005165031,0.0001023108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3266093,"threshold_uncertainty_score":0.272741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02833199001993873,"score_gpt":0.2789727641201287,"score_spread":0.25064077410019,"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."}}