{"id":"W2054999651","doi":"10.1021/ie9017034","title":"Photocatalytic Thermodynamic Efficiency Factors. Practical Limits in Photocatalytic Reactors","year":2010,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"TiO2 Photocatalysis and Solar Cells","field":"Energy","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Photocatalysis; Radical; Chemistry; Phenol; Photochemistry; Inorganic ions; Ion; Organic chemistry; Catalysis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01054107,0.002183019,0.002384831,0.002414858,0.0008110092,0.004393434,0.002567793,0.002942853,0.002874756],"category_scores_gemma":[0.01555409,0.001992793,0.001255671,0.002470407,0.002576836,0.005719786,0.00211808,0.002860399,0.003064668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003144827,"about_ca_system_score_gemma":0.0009876292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009712212,"about_ca_topic_score_gemma":0.0007599302,"domain_scores_codex":[0.9897217,0.002404656,0.0008413018,0.001702259,0.004818065,0.0005119726],"domain_scores_gemma":[0.9917835,0.005821104,0.0007509609,0.0006982764,0.0008522232,0.00009393814],"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":[0.000747108,0.0004492943,0.005211011,0.009267024,0.0002808059,0.0005781049,0.0005997164,0.06932553,0.41118,0.2365112,0.00638454,0.2594658],"study_design_scores_gemma":[0.00004555371,0.0006922241,0.003168476,0.0007354352,0.0001193527,0.001843974,0.0003973773,0.05610083,0.7088788,0.1039428,0.1238365,0.0002386988],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08288375,0.1918222,0.6506703,0.003110533,0.0007270969,0.0005061392,0.002141318,0.001713089,0.06642563],"genre_scores_gemma":[0.7519882,0.05063702,0.1749831,0.0006359527,0.0004903716,0.001776833,0.002234996,0.0007828837,0.01647068],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01054107,"threshold_uncertainty_score":0.05574721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07756713164126217,"score_gpt":0.3359802226529386,"score_spread":0.2584130910116765,"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."}}