{"id":"W2798137013","doi":"10.2166/wcc.2018.117","title":"Assessment of the potential contribution of alternative water supply systems in two contrasting locations: Lilongwe, Malawi and Sharm El-Sheikh, Egypt","year":2018,"lang":"en","type":"article","venue":"Journal of Water and Climate Change","topic":"Water resources management and optimization","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Water supply; Water scarcity; Natural resource economics; Resilience (materials science); Business; Scarcity; Environmental economics; Environmental planning; Environmental resource management; Water resource management; Water resources; Environmental science; Economics; Environmental engineering; Ecology","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":[0.0005809751,0.0002826338,0.0002617313,0.001166642,0.0006459302,0.001379519,0.000397982,0.0003500434,0.001869938],"category_scores_gemma":[0.001458381,0.0001812917,0.0002752831,0.001729368,0.0006097287,0.000597283,0.001143964,0.0002830712,0.0001259879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002601531,"about_ca_system_score_gemma":0.001216444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08447573,"about_ca_topic_score_gemma":0.1876308,"domain_scores_codex":[0.9995844,0.0001745394,0.0000241432,0.00003220547,0.00007130909,0.0001134323],"domain_scores_gemma":[0.9988501,0.0004473733,0.0002401586,0.00003577225,0.0003299197,0.00009663972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004792468,0.0002097679,0.940613,0.0002934176,0.000191833,0.002227477,0.005972289,0.008761939,0.008835208,0.001871732,0.0003722691,0.03017185],"study_design_scores_gemma":[0.00002557626,0.0005583446,0.9526252,0.00008341336,0.0001058849,0.0003324715,0.0260505,0.01452706,0.002791585,0.0004877531,0.002375623,0.00003662581],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987059,0.00004171877,0.0001636392,0.00004288323,9.079583e-7,0.0000233908,0.0001435121,0.000001970461,0.0008760502],"genre_scores_gemma":[0.9990904,0.00004233756,0.0002830312,0.000006315486,5.275666e-7,0.00001723154,0.00007353479,7.873144e-7,0.0004857658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08447573,"threshold_uncertainty_score":0.167968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01573629162724171,"score_gpt":0.2576721425793387,"score_spread":0.241935850952097,"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."}}