{"id":"W4411861852","doi":"10.1080/00202967.2025.2520667","title":"Antibiofilm potential of graphene-dispersed alkoxysilane coatings: a materials science perspective","year":2025,"lang":"en","type":"article","venue":"Transactions of the IMF","topic":"Graphene and Nanomaterials Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bell (Canada)","funders":"","keywords":"Graphene; Materials science; Nanotechnology; Perspective (graphical); Computer science","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":[0.0001326316,0.00009085522,0.000171558,0.0001863298,0.0001422693,0.00001648178,0.0003274077,0.00003910935,0.00008340403],"category_scores_gemma":[0.000007443391,0.00007408513,0.00009289258,0.0008473241,0.0003197516,0.0000889619,0.000009104728,0.00004432006,0.000001978794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002923726,"about_ca_system_score_gemma":0.00005523846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004799281,"about_ca_topic_score_gemma":0.00002546942,"domain_scores_codex":[0.9993464,0.00001603238,0.0002491525,0.0001241706,0.0001273732,0.0001368701],"domain_scores_gemma":[0.9994534,0.00001616427,0.00005388782,0.0003336264,0.0001228744,0.00002008117],"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":[0.00001054302,0.00003563418,0.00001807201,0.00004595796,0.00003500751,5.644878e-8,0.0001754878,0.002041216,0.9952079,0.00230515,0.00004191068,0.00008302923],"study_design_scores_gemma":[0.0002007725,0.00001313892,0.003692504,0.00004247261,0.00007885209,0.000001787413,0.000613876,0.0002343774,0.9940681,0.0009690205,0.00002108158,0.00006396264],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824803,0.00008831239,0.01542278,0.0001722583,0.0004838107,0.0002427677,0.0001314355,0.00007211573,0.0009061432],"genre_scores_gemma":[0.999202,0.00003939841,0.0006812696,0.000008100947,0.000008725227,0.00001410934,0.000001229957,0.000008412097,0.00003680487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01672158,"threshold_uncertainty_score":0.3021104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004338407566386765,"score_gpt":0.2220984650545131,"score_spread":0.2177600574881264,"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."}}