{"id":"W3201142714","doi":"10.54162/sd01-25201/02","title":"Rare-Earth Doped Upconverting Nanophosphors for Light-Mediated Biocidal Surface Development","year":2021,"lang":"en","type":"article","venue":"Science Dialectica","topic":"bioluminescence and chemiluminescence research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Photon upconversion; Ultraviolet; Materials science; Ultraviolet light; Visible spectrum; Rare earth; Nanotechnology; Doping; Optoelectronics; Photoluminescence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001743895,0.0002288246,0.0001457322,0.0001662603,0.00008328722,0.0002589204,0.00028498,0.0003909287,0.0007996186],"category_scores_gemma":[0.0002546862,0.0001336753,0.0001725074,0.00013224,0.0002100284,0.0003320343,0.0002586983,0.0003658499,0.0002739906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002329174,"about_ca_system_score_gemma":0.00009253815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001779787,"about_ca_topic_score_gemma":0.0003468308,"domain_scores_codex":[0.9998702,0.00001784423,0.000007187655,0.00003248627,0.00005261116,0.00001972463],"domain_scores_gemma":[0.999903,0.00002750197,0.00002874441,0.00001300117,0.00001692908,0.00001089151],"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":[0.00002216393,0.000009933396,0.00004278761,0.00005821984,0.000002591266,0.00004847389,0.00001860452,0.0001220429,0.9941439,0.0005200696,0.00008323589,0.004928056],"study_design_scores_gemma":[0.000003148695,0.00004991057,0.000143724,0.000003192441,0.000003027068,0.00006613557,0.000007579462,0.0008764587,0.9970722,0.0000443368,0.001727415,0.000003001796],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9102088,0.006896269,0.07159125,0.0003294376,0.0001941045,0.0001165327,0.0002868731,0.0005963805,0.009780365],"genre_scores_gemma":[0.9746706,0.001729262,0.02040582,0.00008104241,0.00001684281,0.00004145744,0.00008029226,0.00003390667,0.002940787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007996186,"threshold_uncertainty_score":0.002674997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01475284503166905,"score_gpt":0.2784677974786051,"score_spread":0.263714952446936,"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."}}