{"id":"W4392286358","doi":"10.18280/ijdne.190121","title":"Performance Assessment of Variable (VRI) Versus Constant Rate Irrigation (CRI): Review","year":2024,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Irrigation Practices and Water Management","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variable (mathematics); Constant (computer programming); Mathematics; Irrigation; Statistics; Computer science; Mathematical analysis; Biology; Agronomy","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":[0.0009367399,0.00007908635,0.0001353617,0.00003611667,0.00003769937,0.00009119052,0.0001852261,0.00006056106,0.0001359379],"category_scores_gemma":[0.00004603084,0.00003353641,0.0000565027,0.0001453822,0.00002356503,0.0004580691,0.00003620539,0.0002451149,0.000001932843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005141178,"about_ca_system_score_gemma":0.0000353564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007244881,"about_ca_topic_score_gemma":0.000004526839,"domain_scores_codex":[0.9991157,0.00006890578,0.0003533312,0.00009966111,0.0002847294,0.00007765558],"domain_scores_gemma":[0.9991119,0.000258989,0.0002688963,0.00002444738,0.0003000079,0.00003575322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001733109,0.000608995,0.004263812,0.001936461,0.002870751,0.0003512069,0.0002807089,0.005704992,0.08526877,0.2610263,0.0149571,0.6209978],"study_design_scores_gemma":[0.003061878,0.00464183,0.05142982,0.01359438,0.001355169,0.000662273,0.000556257,0.5453933,0.002311956,0.03061694,0.3451902,0.001185971],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8876053,0.03168359,0.01271777,0.03381729,0.01225764,0.0009339996,0.0001754635,0.00007105559,0.02073792],"genre_scores_gemma":[0.9837746,0.01318881,0.002300661,0.0003987292,0.0001790842,0.000001837356,0.00003001123,0.000001072431,0.0001251925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6198119,"threshold_uncertainty_score":0.1488424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02119973478460795,"score_gpt":0.2876330264340791,"score_spread":0.2664332916494711,"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."}}