{"id":"W4411236958","doi":"10.3390/en18123102","title":"Sustainable Crop Irrigation with Renewable Energy: A Case Study of Lethbridge County, Alberta","year":2025,"lang":"en","type":"article","venue":"Energies","topic":"Water-Energy-Food Nexus Studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"Mitacs","keywords":"Renewable energy; Irrigation; Sustainable energy; Environmental science; Water resource management; Crop; Agroforestry; Geography; Engineering; Forestry; Agronomy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0003725164,0.0003516672,0.000197353,0.0006558176,0.003632742,0.001520517,0.001302068,0.0008717228,0.002159366],"category_scores_gemma":[0.0006001954,0.0001740605,0.0002405415,0.002148708,0.0009925026,0.0004121003,0.0008173395,0.0004604718,0.0001607716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01570501,"about_ca_system_score_gemma":0.01112494,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.902315,"about_ca_topic_score_gemma":0.974071,"domain_scores_codex":[0.9995844,0.00009162122,0.000008884496,0.00003023803,0.000143013,0.0001418524],"domain_scores_gemma":[0.999669,0.0001004644,0.00001921301,0.00001512643,0.0001034665,0.00009287507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.001144763,0.003299393,0.2651716,0.00104408,0.0002452883,0.1179173,0.03020177,0.266144,0.02457697,0.04938169,0.03764357,0.2032297],"study_design_scores_gemma":[0.0003259994,0.001173536,0.2960754,0.000399646,0.0002469289,0.004098245,0.2705903,0.2248143,0.009916374,0.007988452,0.1840709,0.0002998027],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9640058,0.0002971185,0.001291686,0.0005951682,0.00001621903,0.0001418737,0.0002940204,0.00003426203,0.03332387],"genre_scores_gemma":[0.983879,0.0005326113,0.002081834,0.0001069502,0.000006853476,0.00003167329,0.0002351463,0.00001534922,0.01311069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09768498,"threshold_uncertainty_score":0.1965205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006690065324704613,"score_gpt":0.2143482448701174,"score_spread":0.2076581795454128,"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."}}