{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003931498,0.00009398312,0.0002109082,0.0001223528,0.0000442596,0.00004374554,0.00008321455,0.00002701914,0.00001507022],"category_scores_gemma":[0.000003182971,0.00005094733,0.00003332624,0.00004485326,0.00005430802,0.0002396033,0.00006618929,0.00008160519,4.105064e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003083312,"about_ca_system_score_gemma":0.000001619853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004317571,"about_ca_topic_score_gemma":0.00001807877,"domain_scores_codex":[0.9991648,0.00004527103,0.0004056061,0.00006141983,0.0001476943,0.0001752399],"domain_scores_gemma":[0.9996284,0.00001018573,0.0001228963,0.00006137414,0.0001489065,0.0000282917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005106319,0.0004278109,0.5535125,0.003090862,0.0009871408,0.0000563111,0.04092417,0.07617135,0.3163922,0.002353176,0.0001361462,0.005437658],"study_design_scores_gemma":[0.007190367,0.0006452498,0.3343293,0.001739246,0.0004020234,0.0001045223,0.002688923,0.4750267,0.1764728,0.0005227737,0.0004447315,0.000433401],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971694,0.0002666502,0.001685037,0.0001477657,0.0003349156,0.0002339869,0.0000141839,0.000005905592,0.0001421712],"genre_scores_gemma":[0.9992952,0.0003898288,0.00005429764,0.00001406129,0.0002107487,0.00000679548,0.00001286766,0.0000102443,0.000006003034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3988553,"threshold_uncertainty_score":0.2077572,"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."}}