{"id":"W2914392225","doi":"10.1002/cjce.23477","title":"Recent advances in computational photocatalysis: A review","year":2019,"lang":"en","type":"review","venue":"The Canadian Journal of Chemical Engineering","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council","keywords":"Photocatalysis; Computation; Computer science; Materials science; Band gap; Charge carrier; Biochemical engineering; Nanotechnology; Computational science; Process engineering; Chemistry; Algorithm; Catalysis; Engineering; Optoelectronics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000514892,0.0003574765,0.001738658,0.000402228,0.00002252176,0.00002813625,0.0008555713,0.0001767541,0.0001090617],"category_scores_gemma":[0.0004173102,0.0002539823,0.0005081213,0.0008480643,0.0000510131,0.0001664698,0.00002990986,0.001059487,0.00002781055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009125571,"about_ca_system_score_gemma":0.001087696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002087612,"about_ca_topic_score_gemma":0.0004446446,"domain_scores_codex":[0.9979299,0.00005680153,0.001176894,0.0001936711,0.0002887747,0.0003539494],"domain_scores_gemma":[0.9983258,0.000293595,0.0005969766,0.000363372,0.0001417548,0.0002785548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001948002,0.0000072263,1.613143e-7,0.01316302,0.0001410352,0.00005728587,0.00002026373,0.01823136,0.000004883071,0.000436267,0.0002777286,0.9676588],"study_design_scores_gemma":[0.00006918937,0.000008151305,2.754318e-8,0.04484687,0.0004054876,0.0002378745,7.195675e-7,0.0002063859,0.00006786439,0.0002234975,0.9536892,0.0002447017],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001190945,0.9989132,0.0001185523,0.00007947844,0.000124231,0.0004481536,0.00001120185,0.00001574753,0.0002882058],"genre_scores_gemma":[0.00003943881,0.9987228,0.0008095227,0.0001091463,0.0001200793,0.00005855659,0.00006092616,0.00006579769,0.00001372457],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9674141,"threshold_uncertainty_score":0.9999912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02311907435810404,"score_gpt":0.2931950306915521,"score_spread":0.2700759563334481,"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."}}