{"id":"W2154794793","doi":"10.1073/pnas.1009734108","title":"Reclaiming freshwater sustainability in the Cadillac Desert","year":2010,"lang":"en","type":"article","venue":"Proceedings of the National Academy of Sciences","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":167,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Arizona State University; University of California, Santa Barbara; National Science Foundation","keywords":"Desert (philosophy); Appropriation; Sustainability; Population; Streamflow; Water scarcity; Geography; Ingenuity; Agriculture; Ecology; Archaeology; Political science; Drainage basin; Law; Sociology; Biology; Economics","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":[0.002211283,0.0001775045,0.0002186467,0.001005247,0.002303406,0.003744714,0.0005863883,0.0008648225,0.002421433],"category_scores_gemma":[0.005273717,0.00007463426,0.0001956031,0.001183922,0.004003789,0.001438845,0.001888323,0.0009131369,0.0001377781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003778307,"about_ca_system_score_gemma":0.005080054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03753999,"about_ca_topic_score_gemma":0.06820023,"domain_scores_codex":[0.9989398,0.0004591482,0.00002867788,0.0000725602,0.0003082661,0.0001915103],"domain_scores_gemma":[0.9983296,0.0007446209,0.0001864819,0.000145652,0.0003685731,0.0002250983],"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":[0.0001866588,0.00009895813,0.06726947,0.0005756737,0.00009387082,0.00164721,0.01609735,0.005496109,0.004279281,0.4701227,0.0906812,0.3434515],"study_design_scores_gemma":[0.0000225072,0.00009668173,0.08082152,0.0006936009,0.00005230681,0.0004168185,0.02610858,0.00202856,0.002846717,0.08954863,0.7972652,0.0000989304],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5557957,0.01797279,0.01034702,0.1379564,0.001542125,0.0001091823,0.0005964281,0.0002988153,0.2753815],"genre_scores_gemma":[0.9717058,0.005249258,0.004427857,0.007201973,0.0002956098,0.00005507599,0.000128923,0.00003120135,0.01090431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03753999,"threshold_uncertainty_score":0.07464296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02162961722676595,"score_gpt":0.2815235776503671,"score_spread":0.2598939604236012,"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."}}