{"id":"W4224243374","doi":"10.1021/acsami.2c03156","title":"Wetting Dynamics of Nanoparticle Dispersions: From Fully Spreading to Non-sticking and the Deposition of Nanoparticle-Laden Surface Droplets.","year":2022,"lang":"en","type":"article","venue":"PubMed","topic":"Nanomaterials and Printing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates; University of Calgary","keywords":"Wetting; Nanoparticle; Drop (telecommunication); Pulmonary surfactant; Coating; Contact angle; Dewetting; Surface roughness","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001206359,0.0002884876,0.0001525338,0.0002411222,0.0001330327,0.0002617083,0.000214325,0.0002818832,0.0006272326],"category_scores_gemma":[0.0002923749,0.0001751251,0.0002314992,0.0001806319,0.0002712578,0.0004346827,0.0002341229,0.0004799265,0.000185551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002754211,"about_ca_system_score_gemma":0.0001023944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004464647,"about_ca_topic_score_gemma":0.0005667015,"domain_scores_codex":[0.9998747,0.000009978773,0.000008257764,0.00003220764,0.00005565516,0.00001917717],"domain_scores_gemma":[0.9998507,0.00005300892,0.00004961974,0.00001188385,0.00002036229,0.00001438678],"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":[0.00002328149,0.00001447382,0.0003081482,0.00004995101,0.00000724787,0.00007176815,0.00006819983,0.0002165756,0.9945434,0.0001545555,0.00006896217,0.004473461],"study_design_scores_gemma":[0.000006802784,0.0001177941,0.004662144,0.000008383781,0.000008376071,0.0001368167,0.00002800797,0.007361196,0.9861367,0.0001842767,0.001337544,0.00001204155],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9781591,0.003841771,0.0144629,0.0001216593,0.00004051281,0.00006213655,0.0003517203,0.0002483169,0.002712053],"genre_scores_gemma":[0.9909112,0.001809231,0.005487248,0.00005562367,0.00001474917,0.00005001189,0.0002870092,0.00004105111,0.001343906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006272326,"threshold_uncertainty_score":0.002098262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00711101805696293,"score_gpt":0.1738604799345627,"score_spread":0.1667494618775997,"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."}}