{"id":"W4391518645","doi":"10.1021/acs.langmuir.3c03176","title":"Handling Nanoparticle Content in Nanocomposite Thin Films Deposited by Misty Plasma Processes through Controlled Flash Boiling Atomization","year":2024,"lang":"en","type":"article","venue":"Langmuir","topic":"Nanomaterials and Printing Technologies","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Université de Nantes; Université de Montréal; Centre National de la Recherche Scientifique","keywords":"Nanoparticle; Evaporation; Nanocomposite; Materials science; Chemical engineering; Flash evaporation; Boiling; Deposition (geology); Nanotechnology; Substrate (aquarium); Plasma; Nanofluid; Thin film; Colloid; Chemistry; Chromatography; Organic chemistry","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":[0.0001283392,0.0002992832,0.0002116402,0.000204063,0.0001904484,0.0002979809,0.000255424,0.0002600555,0.0007255864],"category_scores_gemma":[0.0003160697,0.000213636,0.0001910999,0.0001305138,0.0002370505,0.0004567463,0.0002855223,0.0003915618,0.000190515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003134586,"about_ca_system_score_gemma":0.0001272829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004944748,"about_ca_topic_score_gemma":0.000848599,"domain_scores_codex":[0.9998853,0.000008193683,0.000007051954,0.00003342176,0.00004425106,0.00002175077],"domain_scores_gemma":[0.9998548,0.00005140845,0.00004035427,0.00001897495,0.00002640475,0.00000795402],"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":[0.00001531291,0.000003733592,0.00004326661,0.00002028312,0.000001535658,0.0000213623,0.00002018166,0.00007505467,0.9990532,0.00004813647,0.00001333497,0.0006845201],"study_design_scores_gemma":[0.000002787542,0.00002620796,0.0002186078,0.00000101019,0.000002364496,0.00002118695,0.00000486234,0.001054741,0.9984371,0.00001599694,0.0002133233,0.000001873678],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896188,0.0003460161,0.008663977,0.00005272648,0.00001601995,0.00002680984,0.00005964064,0.0001385542,0.001077298],"genre_scores_gemma":[0.9935994,0.0002970028,0.005057478,0.00001637294,0.000007655832,0.00002860913,0.0000446074,0.00005939477,0.0008894385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007255864,"threshold_uncertainty_score":0.00242734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01393784185400251,"score_gpt":0.2154451590270794,"score_spread":0.2015073171730768,"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."}}