{"id":"W2074900244","doi":"10.1080/00139157.2012.673454","title":"Science-Policy Dialogues for Water Security: Addressing Vulnerability and Adaptation to Global Change in the Arid Americas","year":2012,"lang":"en","type":"article","venue":"Environment Science and Policy for Sustainable Development","topic":"Climate change impacts on agriculture","field":"Agricultural and Biological Sciences","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Vulnerability (computing); Adaptation (eye); Arid; Water security; Climate change adaptation; Environmental resource management; Climate change; Global change; Political science; Environmental change; Environmental ethics; Environmental planning; Geography; Environmental science; Water resources; Computer science; Computer security; Psychology; Ecology; Geology; Oceanography","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.01194982,0.0006488313,0.0005669951,0.00131035,0.01010873,0.00972028,0.001168652,0.009276871,0.003121698],"category_scores_gemma":[0.01113418,0.0002753203,0.0004530922,0.001525059,0.02996249,0.01018492,0.008635577,0.007557499,0.0002652538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0133434,"about_ca_system_score_gemma":0.02026233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006922711,"about_ca_topic_score_gemma":0.009558022,"domain_scores_codex":[0.9939386,0.004128102,0.0001733418,0.0003146217,0.0006855199,0.0007597674],"domain_scores_gemma":[0.9898122,0.007785178,0.0006292993,0.000223201,0.0006482478,0.000901885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002729707,0.00008693177,0.001030164,0.0003551407,0.00001981044,0.0004489434,0.04156485,0.001138404,0.0006806867,0.8849213,0.04930986,0.0204166],"study_design_scores_gemma":[0.00002550281,0.00002871134,0.00161438,0.0005743489,0.00001370914,0.000157378,0.03955358,0.0005161564,0.0003782201,0.4259863,0.531126,0.00002567108],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01091784,0.02129098,0.002572132,0.9006067,0.002313355,0.00004877111,0.00002914812,0.00002912564,0.062192],"genre_scores_gemma":[0.7540882,0.04016809,0.006070859,0.1711298,0.003701429,0.0002659336,0.00005362968,0.0000487971,0.02447324],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9898913,"threshold_uncertainty_score":0.09681362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09421298256180863,"score_gpt":0.3255103243940257,"score_spread":0.2312973418322171,"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."}}