{"id":"W4400088732","doi":"10.35762/aer.2024024","title":"A Review on Water Security in Dhaka City, Bangladesh: Calling for Ensuring Sustainability","year":2024,"lang":"en","type":"review","venue":"Applied Environmental Research","topic":"Water resources management and optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Chulalongkorn University","keywords":"Water security; Sustainability; Environmental planning; Business; Water resource management; Environmental resource management; Geography; Environmental science; Water resources; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001787127,0.0004571068,0.0009049297,0.0004584561,0.00009682251,0.0001054311,0.0004342422,0.000250291,0.0001550347],"category_scores_gemma":[0.00001975144,0.0003429001,0.0002634127,0.0003005851,0.00008896211,0.00005568199,0.0004620566,0.001133368,0.0003544763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001460497,"about_ca_system_score_gemma":0.00001492071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007259584,"about_ca_topic_score_gemma":0.000005731211,"domain_scores_codex":[0.9972252,0.0001128425,0.0005952939,0.0006795409,0.0005106715,0.0008763994],"domain_scores_gemma":[0.9992075,0.0001586115,0.00002596821,0.0004979662,0.000006923374,0.0001030526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001674741,0.0001387469,0.000003732632,0.3862409,0.0001593336,0.00003553993,0.0003844397,0.002139489,0.00000342878,0.0002350911,0.003282495,0.6073601],"study_design_scores_gemma":[0.000148331,0.00003100192,8.106239e-7,0.01190973,0.0001581788,0.000001193623,0.00004664022,0.0009021161,0.00002421841,0.001031003,0.9853656,0.0003812338],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001043746,0.9913989,0.00006137127,0.00003578852,0.00006894091,0.005102989,0.00004003229,0.000116845,0.0030708],"genre_scores_gemma":[0.003160133,0.9932199,0.00004110769,0.00001895166,0.0001282747,0.002343732,0.0006164784,0.0001567189,0.0003147579],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.982083,"threshold_uncertainty_score":0.9999023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06065810562648203,"score_gpt":0.3432636490329422,"score_spread":0.2826055434064601,"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."}}