{"id":"W4405087389","doi":"10.21810/jicw.v7i2.6738","title":"Local Water Security","year":2024,"lang":"en","type":"article","venue":"The Journal of Intelligence Conflict and Warfare","topic":"Water-Energy-Food Nexus Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Water scarcity; Water security; Climate change; Environmental planning; Water supply; Environmental resource management; Water quality; Scarcity; Business; Natural resource economics; Political science; Geography; Water resources; Environmental science; Economics; Ecology; Environmental engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.000790512,0.0003295066,0.0001982186,0.0004476426,0.002653494,0.001792363,0.0005899742,0.001845525,0.1807339],"category_scores_gemma":[0.001802619,0.0002107064,0.0002149666,0.0005702113,0.0004092796,0.001512238,0.001775796,0.002599461,0.02760599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00215429,"about_ca_system_score_gemma":0.004109561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01247406,"about_ca_topic_score_gemma":0.0221862,"domain_scores_codex":[0.9995955,0.00007686283,0.00001908543,0.0000670127,0.0001182927,0.0001233338],"domain_scores_gemma":[0.9993898,0.0000845705,0.00003182616,0.00004835517,0.0002561501,0.0001892979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002949526,0.00002685795,0.00127509,0.00006345909,0.000003849097,0.0002138454,0.0003156764,0.00008288853,0.0005664306,0.02109759,0.910845,0.06547973],"study_design_scores_gemma":[0.000002611285,0.000007651367,0.0009413532,0.00002919987,0.000001081567,0.00007835866,0.0002489504,0.0000628988,0.0001228593,0.0007292423,0.9977719,0.000003901661],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01045974,0.004413294,0.001312995,0.1414797,0.00604437,0.000176803,0.002192031,0.000298441,0.8336226],"genre_scores_gemma":[0.04011373,0.002468989,0.0007417751,0.01337913,0.0005001163,0.00008752174,0.0007918488,0.00009524963,0.9418216],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1807339,"threshold_uncertainty_score":0.6046151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01795284186850947,"score_gpt":0.2470926465746558,"score_spread":0.2291398047061464,"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."}}