{"id":"W7108477064","doi":"10.31223/x56n16","title":"The puzzling yet tractable diversity of global groundwater sustainability challenges","year":2025,"lang":"","type":"article","venue":"","topic":"Groundwater and Isotope Geochemistry","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Space Agency","keywords":"Groundwater; Sustainability; Typology; Diversity (politics); Land use; Water scarcity; Production (economics)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001158083,0.0004780411,0.000667192,0.00338341,0.00145054,0.004291711,0.0009047398,0.001012223,0.004361854],"category_scores_gemma":[0.00662728,0.0003720539,0.0007577946,0.005687894,0.003209948,0.009291375,0.004613746,0.001643846,0.0005318277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001277501,"about_ca_system_score_gemma":0.0009404568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005478916,"about_ca_topic_score_gemma":0.007387039,"domain_scores_codex":[0.9990108,0.0002374213,0.00007250386,0.0003206504,0.0002305955,0.0001280333],"domain_scores_gemma":[0.9981244,0.0008003508,0.0003268263,0.0004227459,0.0002069693,0.0001187024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002165948,0.00006742262,0.1286309,0.001434329,0.0003297855,0.001218784,0.01002589,0.05888758,0.004257546,0.5322797,0.03332152,0.22933],"study_design_scores_gemma":[0.00002147565,0.00003577079,0.06253873,0.0005063046,0.00007468338,0.0009938497,0.01839867,0.0256941,0.0008474507,0.7648451,0.1259388,0.0001052414],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7120208,0.01078299,0.1363283,0.02947892,0.0002859352,0.0001749894,0.01707017,0.001044181,0.09281372],"genre_scores_gemma":[0.9635461,0.003870573,0.02483436,0.001034184,0.00009940705,0.0001136559,0.00473312,0.0002169062,0.001551742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005478916,"threshold_uncertainty_score":0.01459187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01291726168021538,"score_gpt":0.2249420807090745,"score_spread":0.2120248190288592,"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."}}