{"id":"W4312386488","doi":"10.17576/jkukm-2021-34(2)-01","title":"Successful Approaches to Integrated Water Resources Management: A Mini Review","year":2022,"lang":"en","type":"review","venue":"Jurnal Kejuruteraan","topic":"Water resources management and optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Jabatan Perkhidmatan Awam Malaysia; Universiti Sains Malaysia","keywords":"Integrated water resources management; Water Framework Directive; Corporate governance; Legislature; Directive; Environmental resource management; Sustainable development; Environmental planning; Business; Best practice; Water resources; Process management; Political science; Computer science; Environmental science","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000455661,0.0007917412,0.001555393,0.0008339865,0.000166976,0.0003279274,0.001169637,0.0001408353,0.001509843],"category_scores_gemma":[0.000005964256,0.0005591384,0.0005447158,0.0009367401,0.00002143364,0.0002025011,0.0005538843,0.000629839,0.0004452904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002628588,"about_ca_system_score_gemma":0.000006978799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005743008,"about_ca_topic_score_gemma":0.000003170529,"domain_scores_codex":[0.9970039,0.0002107705,0.001019499,0.0006097728,0.0005071044,0.0006489109],"domain_scores_gemma":[0.9989243,0.00003066719,0.0001364241,0.0006963066,0.00001376278,0.0001985205],"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":[0.000004496991,0.00002931769,0.000001092189,0.08236739,0.0005327017,0.0001012972,0.0002876169,0.0009373576,2.571728e-8,0.00003046555,0.01395592,0.9017523],"study_design_scores_gemma":[0.0001114475,0.00003570013,4.472349e-7,0.01884676,0.00106753,0.00002666726,0.00002967767,0.0002737094,7.769262e-7,0.000006356739,0.9789037,0.0006972725],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000009295117,0.9687081,0.0004815305,0.0000977018,0.0005204486,0.001914317,0.0000378816,0.0004739636,0.02775678],"genre_scores_gemma":[0.000002854446,0.9915565,0.0007923452,0.0002432456,0.0002458869,0.0008388212,0.001070366,0.0002175194,0.005032407],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9649478,"threshold_uncertainty_score":0.999686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0825257781751213,"score_gpt":0.2447849191505483,"score_spread":0.162259140975427,"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."}}