{"id":"W4389258783","doi":"10.1007/s11998-023-00854-8","title":"Development of a polydimethylsiloxane–Eucalyptus essential oil antibacterial coating","year":2023,"lang":"en","type":"article","venue":"Journal of Coatings Technology and Research","topic":"Essential Oils and Antimicrobial Activity","field":"Agricultural and Biological Sciences","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Polydimethylsiloxane; Materials science; Contact angle; Biofilm; Wetting; Eucalyptus oil; Antibacterial activity; Substrate (aquarium); Chemical engineering; Nanostructure; Coating; Bacillus cereus; Bacterial growth; Nanotechnology; Composite material; Bacteria; Biology","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":[0.001903183,0.00008929305,0.0002860646,0.0002491937,0.0003838332,0.00003866129,0.0002820542,0.0001971171,0.00004392269],"category_scores_gemma":[0.0003379924,0.00003784584,0.00006355538,0.001518354,0.0003603811,0.000110904,0.0002154033,0.0005076794,0.000006598312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001167967,"about_ca_system_score_gemma":0.0000541586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002803224,"about_ca_topic_score_gemma":0.000042052,"domain_scores_codex":[0.9985837,0.0001014935,0.0004653232,0.0001479058,0.0003672414,0.0003343368],"domain_scores_gemma":[0.9988752,0.0003192102,0.0003164662,0.00003587552,0.0003870332,0.00006623306],"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":[0.00005592261,0.00006622386,0.001194861,0.00002782146,0.00001584421,0.00001701639,0.0001899064,2.333749e-7,0.8667195,0.000235227,0.0001030091,0.1313744],"study_design_scores_gemma":[0.0002205403,0.0002541926,0.005673594,0.0001537603,0.000007051115,0.00005240808,0.0007142466,0.000007408205,0.9885957,0.0005586001,0.003676065,0.00008644468],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974958,0.00007715822,0.000006754951,0.002092563,0.0001301975,0.00003518464,0.000003796883,0.00002953469,0.0001289845],"genre_scores_gemma":[0.9984006,0.0001773893,0.001085277,0.000007278576,0.0001849927,0.000001261233,0.000002809159,0.000001308402,0.000139028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.131288,"threshold_uncertainty_score":0.2952174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03667204683494465,"score_gpt":0.3179671695600796,"score_spread":0.2812951227251349,"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."}}