{"id":"W2967560524","doi":"10.3390/catal9080680","title":"Insights into the TiO2-Based Photocatalytic Systems and Their Mechanisms","year":2019,"lang":"en","type":"article","venue":"Catalysts","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":149,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Photocatalysis; Context (archaeology); Nanotechnology; Materials science; Biochemical engineering; Chemistry; Catalysis; Engineering","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":[0.000208111,0.0003423644,0.0004119636,0.0001607679,0.0001706408,0.00009057958,0.0005435203,0.0001528611,0.00002763254],"category_scores_gemma":[0.00004104101,0.0002130799,0.0001155325,0.0004153222,0.0001371609,0.0002247042,0.0001541998,0.0002179,0.0004169084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001228659,"about_ca_system_score_gemma":0.00005691177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001161617,"about_ca_topic_score_gemma":0.0002767727,"domain_scores_codex":[0.9984488,0.00009104642,0.0003566052,0.0005572413,0.0002461926,0.0003000825],"domain_scores_gemma":[0.9979854,0.0002286321,0.0001797629,0.001398079,0.0000924293,0.0001157437],"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":[0.0001127276,0.0001467863,0.0001391771,0.0003951863,0.0003138882,0.00002479287,0.005004383,0.003142767,0.8622596,0.1211102,0.0009951696,0.006355409],"study_design_scores_gemma":[0.0005470022,0.0001074525,0.00007327853,0.000115589,0.00005756635,0.00001528441,0.0008271883,0.01479774,0.9249734,0.01904511,0.03894332,0.0004971205],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9399779,0.004136953,0.02491818,0.0002325272,0.0008114642,0.003910737,0.00001542265,0.001280582,0.02471616],"genre_scores_gemma":[0.9975531,0.00001840478,0.000318646,0.0002725699,0.00005210019,0.0004047774,0.0001579121,0.00006812636,0.001154384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1020651,"threshold_uncertainty_score":0.8689146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008983981297846574,"score_gpt":0.2314636649489244,"score_spread":0.2224796836510778,"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."}}