{"id":"W3080190815","doi":"10.14393/ufu.te.2020.564","title":"Produção de hidrogênio por via fotocatalítica empregando novos compósitos à base de SiO2 revestidos com TiO2","year":2020,"lang":"pt","type":"dissertation","venue":"","topic":"TiO2 Photocatalysis and Solar Cells","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Professional Engineers Ontario","funders":"Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Materials science; Humanities; Physics; Art","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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.000765329,0.001738402,0.002164466,0.0004438577,0.0007094757,0.0005372408,0.001561015,0.001485082,0.004467711],"category_scores_gemma":[0.0003474968,0.001775439,0.001172684,0.001175083,0.0001570111,0.0004067341,0.0002665056,0.001808104,0.00274506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005921928,"about_ca_system_score_gemma":0.001355617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005528357,"about_ca_topic_score_gemma":0.002316521,"domain_scores_codex":[0.9919316,0.0007447821,0.002103619,0.002292756,0.001156678,0.001770616],"domain_scores_gemma":[0.9944341,0.0004293276,0.001024728,0.002146798,0.0004420013,0.001523038],"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":[0.004654042,0.006740538,0.006517527,0.008702363,0.004822613,0.002610637,0.02863228,0.006848485,0.7932707,0.007542356,0.1098734,0.01978507],"study_design_scores_gemma":[0.007435352,0.001264576,0.002108004,0.001603559,0.003840924,0.000302431,0.00414006,0.2642958,0.6299431,0.0008741852,0.07884354,0.005348397],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4837714,0.006535115,0.2501406,0.01443627,0.008853926,0.03758145,0.002117785,0.005314909,0.1912486],"genre_scores_gemma":[0.8437114,0.0002723808,0.006353703,0.001930273,0.0009022478,0.001080509,0.01802328,0.0006024182,0.1271238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.35994,"threshold_uncertainty_score":0.9998112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01595927444526497,"score_gpt":0.2564705433378934,"score_spread":0.2405112688926285,"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."}}