{"id":"W4406706444","doi":"10.1680/jenes.2025.20.1.1","title":"Editorial","year":2025,"lang":"en","type":"editorial","venue":"Journal of Environmental Engineering and Science","topic":"Water Quality and Resources Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001028377,0.0002144722,0.0003257058,0.0001326664,0.000192671,0.00007949292,0.0005334966,0.0002212842,0.00007480899],"category_scores_gemma":[0.0003848817,0.0001682438,0.00008800068,0.0001701456,0.0007273193,0.0002660483,0.0005604025,0.0006962669,0.00001417539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003337439,"about_ca_system_score_gemma":0.00004776819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001684566,"about_ca_topic_score_gemma":7.926396e-7,"domain_scores_codex":[0.9975559,0.00001751595,0.0003852445,0.0002667168,0.001484466,0.0002902232],"domain_scores_gemma":[0.9992589,0.0002014239,0.000219003,0.000153503,0.00000919649,0.0001579368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001300546,0.00003341645,0.00008417954,0.00002463531,0.00001724745,0.000006415867,0.0002289995,0.001825675,0.004189613,0.000001775227,0.9929576,0.0006174729],"study_design_scores_gemma":[0.0002342783,0.000118943,0.0004800341,0.00008714512,0.0000369219,0.000006767944,0.00004249414,0.0001253154,0.0002013926,0.00001997054,0.9984663,0.0001804898],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.007785463,0.0004366948,0.00004719743,0.00003837312,0.990916,0.00004808016,0.00002568392,0.000008454731,0.000694039],"genre_scores_gemma":[0.007480362,0.0008786134,0.000524051,0.00001205126,0.989679,0.000001483668,0.000001760047,0.00001216141,0.00141055],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.005508682,"threshold_uncertainty_score":0.6860784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005772395930879233,"score_gpt":0.1951425608333842,"score_spread":0.189370164902505,"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."}}