{"id":"W4412595970","doi":"10.1016/j.jwpe.2025.108351","title":"Environmental, energy and economic assessment of four recyclable nano-sized semiconductor photocatalysts to remove 2,4-dichlorophenol","year":2025,"lang":"en","type":"article","venue":"Journal of Water Process Engineering","topic":"TiO2 Photocatalysis and Solar Cells","field":"Energy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"2,4-Dichlorophenol; Nano-; Semiconductor; Environmental chemistry; Environmental science; Chemistry; Waste management; Materials science; Chemical engineering; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002939434,0.0002076654,0.0005105745,0.0003278929,0.00003981343,0.00004664257,0.0002497612,0.0000855562,0.0001005683],"category_scores_gemma":[0.00001209583,0.0001631115,0.0001149112,0.00009169476,0.00001552485,0.000260143,0.00008855786,0.0001337141,0.000003114271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001915388,"about_ca_system_score_gemma":0.00006856915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001063741,"about_ca_topic_score_gemma":0.00001728834,"domain_scores_codex":[0.9986448,0.00002072044,0.0006970702,0.0002077862,0.0001765929,0.0002530596],"domain_scores_gemma":[0.9993988,0.00003361301,0.0001887677,0.0002137045,0.00003834431,0.0001268268],"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":[0.00004600024,0.00004257684,0.000248399,0.0001384061,0.0002429833,0.00001110961,0.0003323546,0.06870092,0.9292293,0.0001005456,0.00006104232,0.0008463366],"study_design_scores_gemma":[0.0008019683,0.00008826187,0.0002303917,0.0001610017,0.0000944914,0.00004108856,0.0001236953,0.006309194,0.9805095,0.0001391757,0.01130451,0.0001967845],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965718,0.0003301263,0.001874293,0.00006596225,0.000285571,0.0001143752,0.000005534532,0.00001379276,0.0007385673],"genre_scores_gemma":[0.9975591,0.0001338973,0.001467105,0.00005099002,0.0000812389,0.00001551894,0.000004782767,0.00003110374,0.0006562432],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06239173,"threshold_uncertainty_score":0.6651495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006001809004248536,"score_gpt":0.2194494266936109,"score_spread":0.2134476176893624,"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."}}