{"id":"W2923924062","doi":"10.3390/w11030621","title":"Comparative Study of Four TiO2-Based Photocatalysts to Degrade 2,4-D in a Semi-Passive System","year":2019,"lang":"en","type":"article","venue":"Water","topic":"TiO2 Photocatalysis and Solar Cells","field":"Energy","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Anodizing; Photocatalysis; Materials science; Titanium dioxide; Degradation (telecommunications); Titanium; Chemical engineering; Composite material; Optoelectronics; Metallurgy; Chemistry; Catalysis; Electrical 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":[0.0001835656,0.0001968263,0.0005724903,0.0002248486,0.00002909611,0.00002605419,0.0002394289,0.00007136301,0.0001977661],"category_scores_gemma":[0.000003013774,0.0001363914,0.00009615601,0.0002545899,0.0000118421,0.00007366962,0.00006329832,0.0001131823,0.001443845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001159208,"about_ca_system_score_gemma":0.00002074736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003368194,"about_ca_topic_score_gemma":0.00306133,"domain_scores_codex":[0.9984585,0.000160123,0.0004372016,0.0003677079,0.0002784759,0.0002980096],"domain_scores_gemma":[0.9991913,0.00004017304,0.00008059195,0.0005363054,0.00006899435,0.00008264847],"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":[0.000686244,0.002094897,0.0495668,0.0003644844,0.0004714225,0.0001447739,0.05025331,0.09388125,0.8013205,0.0003033177,0.0007268357,0.0001861742],"study_design_scores_gemma":[0.003008802,0.0005955829,0.008902239,0.0001399048,0.00006543512,0.000002570581,0.01003688,0.005735368,0.9682276,0.00001336994,0.002890278,0.00038197],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917543,0.000008204168,0.00003215485,0.00002123169,0.0001149233,0.001426639,0.000006725241,0.00003529719,0.006600511],"genre_scores_gemma":[0.9981825,7.664121e-8,0.00004633762,0.00003964597,0.00002188205,0.000216431,0.00003289657,0.00002266493,0.001437514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1669071,"threshold_uncertainty_score":0.9993336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02080322708464075,"score_gpt":0.2473373754840832,"score_spread":0.2265341483994424,"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."}}