{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006058834,0.0001734203,0.0001585768,0.00004915666,0.0004813681,0.0001227818,0.0004246238,0.0001313481,0.00005299097],"category_scores_gemma":[0.001098586,0.0001622686,0.0000789124,0.0008795994,0.0003755096,0.00002172963,0.0002373008,0.0001019559,0.00004444947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003716081,"about_ca_system_score_gemma":0.002083886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008737706,"about_ca_topic_score_gemma":0.00002986594,"domain_scores_codex":[0.997785,0.00002915632,0.0002534892,0.0007453491,0.0003996655,0.0007873843],"domain_scores_gemma":[0.9986654,0.00003736957,0.00006327163,0.0003714385,0.0006112463,0.0002512638],"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":[0.00004144136,0.00006526961,0.004436641,0.00002015688,0.00001298467,0.000007081373,0.0001350403,0.000001011478,0.9931228,0.00002807472,0.0005307287,0.001598783],"study_design_scores_gemma":[0.0003441143,0.00009501614,0.001407134,0.00002011082,0.000005470077,0.00001404874,0.0002730233,0.00005616204,0.9853742,0.00001105483,0.01215199,0.0002476558],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966899,0.0004211726,0.000389268,0.0005298038,0.0003816387,0.0002455426,0.000007612113,0.00002233745,0.001312756],"genre_scores_gemma":[0.9926497,0.00006462049,0.003602957,0.0002165071,0.0001380533,0.00004232532,0.00007251318,0.00001810158,0.003195213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01162126,"threshold_uncertainty_score":0.6617122,"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."}}