{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007129588,0.00115033,0.001347613,0.002715997,0.0003106558,0.001178825,0.001174713,0.001073161,0.005273774],"category_scores_gemma":[0.001513409,0.0005079831,0.0007622449,0.004345795,0.0004437598,0.001584134,0.0008872506,0.001548824,0.002516875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005580636,"about_ca_system_score_gemma":0.00128968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001259219,"about_ca_topic_score_gemma":0.001479942,"domain_scores_codex":[0.999747,0.00004746146,0.00003667684,0.0000566458,0.00008860349,0.00002361799],"domain_scores_gemma":[0.9988711,0.0007012914,0.0000782643,0.00003702197,0.0002625415,0.00004971552],"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":[0.00006183057,0.0001054364,0.0002794266,0.02859376,0.0001589696,0.0001359993,0.00008901981,0.003075578,0.001401605,0.01234036,0.04151964,0.9122382],"study_design_scores_gemma":[0.00002073558,0.0001075632,0.0006665456,0.006122409,0.0001705787,0.0006212522,0.00006843246,0.001379838,0.0009649578,0.006441701,0.9833905,0.00004549881],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002433561,0.9965263,0.0009299808,0.0003771109,0.0003627323,0.000006542995,0.00003124562,0.00002581672,0.001496892],"genre_scores_gemma":[0.001344599,0.9964839,0.0009129305,0.000173817,0.0003820962,0.00001155548,0.00005796496,0.00001072464,0.0006223511],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005273774,"threshold_uncertainty_score":0.01764256,"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."}}