{"id":"W4392852421","doi":"10.1002/ird.2946","title":"Agroclimate‐centric irrigation water quality guidelines","year":2024,"lang":"en","type":"article","venue":"Irrigation and Drainage","topic":"Wastewater Treatment and Reuse","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"United Nations University Institute for Water, Environment, and Health","funders":"","keywords":"Water resource management; Irrigation; Environmental science; Water quality; Quality (philosophy); Business; Agronomy; Physics","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002968144,0.0001169615,0.00008824088,0.00004282228,0.000136763,0.0001400871,0.00006356532,0.00005449598,0.001214456],"category_scores_gemma":[0.00001517919,0.00007076604,0.00004147814,0.0001226126,0.00008136588,0.0003527542,0.00008225008,0.00005191251,0.001418278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006172172,"about_ca_system_score_gemma":0.000003331785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001400857,"about_ca_topic_score_gemma":0.0000339549,"domain_scores_codex":[0.9990734,0.00004565569,0.0002321305,0.0002742737,0.0001871623,0.0001873062],"domain_scores_gemma":[0.9997404,0.00002202695,0.00002139528,0.0001331881,0.00000909895,0.00007394308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008880635,0.0003092107,0.009449557,0.000485343,0.0001455865,0.000214934,0.01652415,0.000550262,0.481724,0.396908,0.01950438,0.07409579],"study_design_scores_gemma":[0.001346017,0.0001481434,0.03961783,0.000147615,0.000120519,0.00005344699,0.0007193944,0.01060256,0.1413312,0.6832894,0.1217182,0.0009056787],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8401161,0.0002396322,0.0004578219,0.005470461,0.0003601752,0.0002422133,0.000008615573,0.0002345164,0.1528704],"genre_scores_gemma":[0.9915414,0.000008007396,0.0004908863,0.0002712474,0.0000726545,0.00001266317,0.00007615892,0.00001122373,0.007515794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3403928,"threshold_uncertainty_score":0.9996986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03206259357021676,"score_gpt":0.3016239046251548,"score_spread":0.2695613110549381,"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."}}