{"id":"W7160611923","doi":"10.1109/icbiti65527.2025.11500855","title":"Predictive Analytics for Smart City Water Quality Monitoring","year":2025,"lang":"","type":"article","venue":"","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Canada West","funders":"","keywords":"Smart city; Predictive analytics; Quality (philosophy); Analytics; Water quality; Big data","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":[0.0008678061,0.0006915785,0.0005584852,0.0009539442,0.0002893401,0.001077759,0.0007190782,0.0005175965,0.0008784194],"category_scores_gemma":[0.003330209,0.0002215847,0.0004026854,0.001185827,0.0004320555,0.001331014,0.0007621206,0.001175555,0.0002083494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007018697,"about_ca_system_score_gemma":0.0005900121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005910994,"about_ca_topic_score_gemma":0.004535931,"domain_scores_codex":[0.9995827,0.00009178635,0.00002952253,0.00009787486,0.0001497865,0.00004833554],"domain_scores_gemma":[0.9989089,0.0006233631,0.0001276027,0.0001231247,0.0001873819,0.00002958104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000183163,0.0001727999,0.008095541,0.000160237,0.00009320389,0.0002100056,0.0001717943,0.7371799,0.005711209,0.02037194,0.003819385,0.2238309],"study_design_scores_gemma":[0.000002843451,0.00001473302,0.0006485278,0.000009454354,0.000005311495,0.00001647869,0.00002341625,0.985391,0.001151234,0.01191051,0.0008207288,0.000005756156],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07991146,0.002021814,0.9065214,0.001525712,0.0001674646,0.0001016038,0.0006723501,0.003248073,0.005830092],"genre_scores_gemma":[0.9452063,0.00085918,0.05218909,0.0001481249,0.00007939389,0.00005476619,0.0005579536,0.00004435609,0.0008607784],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005910994,"threshold_uncertainty_score":0.0117532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07524448169276714,"score_gpt":0.3389344104012694,"score_spread":0.2636899287085023,"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."}}