{"id":"W4387790196","doi":"10.14796/jwmm.c506","title":"Challenges in Implementing ICT Tools in Water and Sanitation Services Management in South Africa","year":2023,"lang":"en","type":"article","venue":"Journal of Water Management Modeling","topic":"ICT Impact and Policies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sanitation; Information and Communications Technology; Business; Knowledge management; Service provider; Information technology; Process management; Service (business); Environmental resource management; Marketing; Engineering; Computer science; World Wide Web","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":[0.006947696,0.0002283886,0.0002190518,0.0007642647,0.004805525,0.006686359,0.0007167284,0.001227255,0.003162613],"category_scores_gemma":[0.01009074,0.0002924002,0.0001872498,0.001649068,0.003870589,0.003996953,0.004330336,0.001289144,0.0002073377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005938659,"about_ca_system_score_gemma":0.01366171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01649706,"about_ca_topic_score_gemma":0.01501752,"domain_scores_codex":[0.9912084,0.006199177,0.0003625497,0.0002111484,0.0006728758,0.001345833],"domain_scores_gemma":[0.9943728,0.003862614,0.0006655268,0.0001608227,0.0004242622,0.0005140275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001430531,0.0004301069,0.04912699,0.002308848,0.00005674602,0.008727538,0.5840787,0.008082322,0.00610952,0.1991125,0.005849945,0.1359739],"study_design_scores_gemma":[0.0000138037,0.0001311678,0.01527939,0.001799038,0.00002369355,0.0007540685,0.8628377,0.003124903,0.001733695,0.0125801,0.1016776,0.00004476052],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9178514,0.001829149,0.004362029,0.02946559,0.00005114476,0.0002214156,0.00005933292,0.00001773924,0.04614209],"genre_scores_gemma":[0.995943,0.0009346007,0.001312301,0.0002982834,0.000003627209,0.00005241037,0.000007540262,0.000004681342,0.001443423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01649706,"threshold_uncertainty_score":0.0430882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06883038408106053,"score_gpt":0.2702642321845263,"score_spread":0.2014338481034658,"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."}}