{"id":"W1564791885","doi":"10.1002/9781118721001.ch4","title":"Photocatalytic Processes for the Removal of Dye","year":2015,"lang":"en","type":"other","venue":"","topic":"TiO2 Photocatalysis and Solar Cells","field":"Energy","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Waterloo; University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Photocatalysis; Environmental chemistry; Chemistry; Photochemistry; Chemical engineering; Environmental science; Catalysis; Organic chemistry; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001887314,0.0002106981,0.0003806051,0.00008190634,0.0000263565,0.00001920139,0.0004108118,0.0002018855,0.002824779],"category_scores_gemma":[0.0001039038,0.0001207418,0.0001327108,0.0002159611,0.00006239469,0.00001886556,0.00004571874,0.00007457832,0.0001661314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001674235,"about_ca_system_score_gemma":0.0002125572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002556896,"about_ca_topic_score_gemma":0.005817617,"domain_scores_codex":[0.99913,0.00001317181,0.0002387529,0.0002431021,0.0001962099,0.000178791],"domain_scores_gemma":[0.9988678,0.0001228467,0.0002148467,0.000611182,0.0001347489,0.00004862451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000021744,0.00004667713,9.208526e-7,0.000442237,0.0002575372,0.00000204847,0.00008197661,0.00002364441,0.0002028832,0.002563369,0.9941301,0.002226864],"study_design_scores_gemma":[0.0002663262,0.00002712746,3.357622e-7,0.00006082281,0.0001719866,0.000007300892,0.00007951981,0.00009441686,0.003076285,0.0003859427,0.9956657,0.0001642451],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000003239994,0.005673902,0.0004622129,0.00003522234,0.0001784631,0.0008424783,0.00009712618,0.00009665807,0.9926107],"genre_scores_gemma":[0.0004378563,0.0001893035,0.0006083786,0.00006627318,0.00030212,0.0001384586,0.0001722074,0.0003303207,0.9977551],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.005484599,"threshold_uncertainty_score":0.9980868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02628919266757948,"score_gpt":0.2622047321908577,"score_spread":0.2359155395232782,"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."}}