{"id":"W4405805435","doi":"10.1007/978-981-97-4618-7_71","title":"Antifungal Activity of Graphene-Based Nanomaterials","year":2024,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Green Materials","topic":"Graphene and Nanomaterials Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Antifungal; Graphene; Nanomaterials; Nanotechnology; Materials science; Medicine; Dermatology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003313438,0.0006526783,0.001460826,0.0004966296,0.00003660534,0.00004205783,0.0004372061,0.0005862756,0.002910299],"category_scores_gemma":[0.000008656369,0.0006438423,0.0003087357,0.0001024552,0.0001877035,0.0001066032,0.0001031313,0.0001114582,0.0001989353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003618131,"about_ca_system_score_gemma":0.00009139088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001088974,"about_ca_topic_score_gemma":0.00001692879,"domain_scores_codex":[0.9976084,0.00003125292,0.001229495,0.0004510832,0.0003517987,0.0003279251],"domain_scores_gemma":[0.9984409,0.00009307166,0.0004508228,0.0008046658,0.0001125734,0.00009798758],"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":[0.00006293433,0.00002874594,0.00001029966,0.00314351,0.0002831237,0.00001260749,0.00004454888,0.00002288792,0.971476,0.02243984,0.001846581,0.0006289214],"study_design_scores_gemma":[0.0002759153,0.0000959756,0.0001784122,0.0005997952,0.0003883945,0.000005002108,0.000001666831,0.000007115876,0.9324028,0.01641052,0.04897809,0.0006562473],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6330516,0.001300631,0.00006776472,0.00002700432,0.004495603,0.001163046,0.00813115,0.0005908596,0.3511723],"genre_scores_gemma":[0.9084395,0.004268419,0.001020615,0.00001497798,0.001265568,0.0002164813,0.0006838258,0.0006177187,0.08347294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2753878,"threshold_uncertainty_score":0.9996013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009417340041989103,"score_gpt":0.2075728536270504,"score_spread":0.1981555135850613,"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."}}