{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004914945,0.0008125269,0.0004184725,0.001751205,0.0005828278,0.001558874,0.002597052,0.001838052,0.006624681],"category_scores_gemma":[0.006336462,0.0003897239,0.0006149228,0.002548264,0.0006867929,0.0007355763,0.001402924,0.001875588,0.003479122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00212445,"about_ca_system_score_gemma":0.01114157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03007308,"about_ca_topic_score_gemma":0.04744209,"domain_scores_codex":[0.995656,0.0008883693,0.0008489463,0.0002939141,0.00198475,0.0003279993],"domain_scores_gemma":[0.9870918,0.001188923,0.001116803,0.0006827951,0.009410648,0.0005090014],"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":[0.00034691,0.0006479695,0.02270709,0.004236172,0.0001199323,0.0009041244,0.001323722,0.01359774,0.05514266,0.04624637,0.5805508,0.2741764],"study_design_scores_gemma":[0.00004838815,0.0001049967,0.02564437,0.0009079526,0.00005219891,0.0002200378,0.0003037255,0.001604722,0.003064848,0.002825154,0.9651672,0.00005635979],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04956937,0.02910409,0.1631231,0.03810626,0.005353676,0.005327601,0.05417397,0.007343134,0.6478987],"genre_scores_gemma":[0.291898,0.02841649,0.314346,0.0563175,0.001090772,0.008706117,0.06436977,0.001583811,0.2332715],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03007308,"threshold_uncertainty_score":0.05979604,"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."}}