{"id":"W4323797743","doi":"10.38007/wppcp.2022.030106","title":"River Water Pollution Prevention and Monitoring System Based on Internet of Things Cloud Platform","year":2022,"lang":"en","type":"article","venue":"Water Pollution Prevention and Control Project","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Cloud computing; Internet of Things; Pollution; Environmental science; The Internet; Computer science; Environmental planning; Water resource management; Computer security; Environmental resource management; Business; Internet privacy; World Wide Web; Operating system","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":[0.001161267,0.0002116971,0.0002505719,0.0001948353,0.000315312,0.00005182647,0.0001892641,0.0001034955,0.00009284118],"category_scores_gemma":[0.00001262645,0.0001528974,0.0001017653,0.0001044963,0.0001693376,0.0004264197,0.0003479435,0.0002292137,0.00001968729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004015244,"about_ca_system_score_gemma":0.00001017845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006580139,"about_ca_topic_score_gemma":0.000002996648,"domain_scores_codex":[0.9980154,0.0003172826,0.0004389565,0.0004315964,0.0004534219,0.0003433172],"domain_scores_gemma":[0.9995239,0.00001395088,0.0001521578,0.0002531968,0.00001268736,0.0000441438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.005286608,0.001946717,0.08429131,0.001246243,0.0005842275,0.00004434763,0.02769819,0.009487449,0.7565703,0.004308109,0.001231717,0.1073048],"study_design_scores_gemma":[0.01244641,0.004762622,0.04646381,0.0006428544,0.0004121119,0.000101363,0.00478034,0.04855185,0.8627436,0.008720653,0.008967075,0.001407374],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901333,0.00003337133,0.007438079,0.0004937313,0.0005321139,0.0008582591,0.00001494328,0.0002430372,0.0002531202],"genre_scores_gemma":[0.9980497,0.000005082235,0.0004497652,0.00004829586,0.00005034245,0.0001343936,0.00002268382,0.00001784982,0.001221923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1061732,"threshold_uncertainty_score":0.6234974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02041043688971407,"score_gpt":0.244262294688596,"score_spread":0.2238518577988819,"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."}}