{"id":"W4398770243","doi":"10.20533/ijsed.2046.3707.2023.0070","title":"Strategies for Climate Hope and Sustainable Water Management","year":2023,"lang":"en","type":"article","venue":"International Journal of Sustainable Energy Development","topic":"Water-Energy-Food Nexus Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Environmental planning; Environmental resource management; Climate change; Environmental science; Business; Environmental ethics; Oceanography; Geology; Philosophy","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":[0.003838911,0.00028319,0.0001769303,0.0007813806,0.002225167,0.005494147,0.0004881337,0.001473315,0.002854077],"category_scores_gemma":[0.002957939,0.0001230707,0.0002723888,0.0008508295,0.005138936,0.004035186,0.003512283,0.001826949,0.0003425825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002163197,"about_ca_system_score_gemma":0.006846216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001353139,"about_ca_topic_score_gemma":0.003444714,"domain_scores_codex":[0.9984635,0.0009171703,0.00006007758,0.0001212349,0.000232909,0.000205088],"domain_scores_gemma":[0.9987226,0.0004869397,0.0002557878,0.00006397872,0.0002052206,0.0002654355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001615096,0.0000795688,0.004550436,0.0005978933,0.00002357403,0.0002990409,0.02873836,0.0006311304,0.000844278,0.855626,0.01261425,0.0959793],"study_design_scores_gemma":[0.00001068526,0.00009105173,0.005773169,0.001749736,0.00002288406,0.0002820903,0.08983832,0.0008185596,0.001050146,0.4537674,0.4465607,0.00003528555],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09560869,0.03346656,0.0379255,0.2481622,0.001541686,0.0003530031,0.0001703664,0.0001292806,0.5826427],"genre_scores_gemma":[0.960482,0.01065694,0.01059181,0.004573053,0.0001109409,0.0001327057,0.00004044695,0.00001663675,0.01339548],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005494147,"threshold_uncertainty_score":0.02030236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008143874061080402,"score_gpt":0.226553262624582,"score_spread":0.2184093885635016,"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."}}