{"id":"W4388025739","doi":"10.4236/eng.2023.1510045","title":"Evaluating Water Scarcity Indices for Cultivation Region in Sadat Al-Hindya, Babylon, Iraq: A Case Study","year":2023,"lang":"en","type":"article","venue":"Engineering","topic":"Hydrology and Drought Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Seneca Polytechnic","funders":"","keywords":"Evapotranspiration; Precipitation; Environmental science; Water scarcity; Water resources; Geography; Hydrology (agriculture); Climatology; Meteorology; Ecology; Biology; Geology","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":[],"consensus_categories":[],"category_scores_codex":[0.0007877677,0.00009160784,0.0001130271,0.0001118746,0.0001038576,0.00001487906,0.00007976639,0.00004556886,0.00006371268],"category_scores_gemma":[0.00008681353,0.00007626077,0.00003551233,0.0003568526,0.00001330881,0.0002064208,0.00008554447,0.00009656449,0.00007597791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000778492,"about_ca_system_score_gemma":0.000001953763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006486428,"about_ca_topic_score_gemma":0.0005952233,"domain_scores_codex":[0.9991733,0.00003613635,0.0001714361,0.0002391327,0.0001390278,0.0002410068],"domain_scores_gemma":[0.9997345,0.00007480223,0.00002420377,0.0001304363,0.000003828014,0.00003228127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001287641,0.00005800482,0.2886871,0.00001268973,0.00002670626,0.0004617179,0.008545071,0.6877742,0.01178229,0.000002306605,0.0002014431,0.002435581],"study_design_scores_gemma":[0.0006640003,0.0001038096,0.0738157,0.00001100169,0.00003416296,0.00005626378,0.0009563067,0.9215713,0.002219071,0.00004963374,0.0003271817,0.0001916338],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973532,0.000004855203,0.002051053,0.0001433535,0.00005674177,0.0002809419,6.932565e-7,0.00007418969,0.00003498094],"genre_scores_gemma":[0.9992262,0.000001016109,0.0004820545,0.00003303363,0.00002630107,0.00009404679,0.00001313641,0.00001096412,0.0001132563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.233797,"threshold_uncertainty_score":0.3109824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04333842812278099,"score_gpt":0.3173167803130473,"score_spread":0.2739783521902663,"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."}}