{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002932989,0.001238145,0.001199075,0.002387694,0.00234918,0.008104564,0.002266614,0.004836343,0.3024433],"category_scores_gemma":[0.02044401,0.0004825244,0.001253083,0.0012624,0.001258931,0.004502661,0.002267169,0.005385145,0.1703082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00240083,"about_ca_system_score_gemma":0.003710003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00136026,"about_ca_topic_score_gemma":0.001963966,"domain_scores_codex":[0.9961351,0.0004946041,0.0003466137,0.0007673739,0.001846631,0.0004096708],"domain_scores_gemma":[0.9854621,0.002427554,0.0007443709,0.001216545,0.007887332,0.002262106],"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":[0.00001836206,0.000008769814,0.00005078047,0.0001387564,0.000004335853,0.00006925897,0.00002542822,0.00001375538,0.00006147027,0.001146368,0.9834256,0.01503721],"study_design_scores_gemma":[0.000006845723,0.000007622157,0.0001136609,0.0001864023,0.000004092683,0.0001201764,0.00004275122,0.00001532523,0.00005402303,0.0007147667,0.9987299,0.000004368904],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0003371857,0.01055376,0.0006458321,0.06732572,0.8154066,0.000105796,0.001527683,0.0005380464,0.1035594],"genre_scores_gemma":[0.006152648,0.01615863,0.001003464,0.06525246,0.5201616,0.0001794592,0.002842251,0.0007434988,0.387506],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.3024433,"threshold_uncertainty_score":0,"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."}}