{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":1,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":1,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"0faf2e81d8fe","filters":{"venue":"Water Pollution Prevention and Control Project"}},"results":[{"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"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","authors":[{"name":"Memon Shahbaz","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02041043688971407,"gpt":0.244262294688596,"spread":0.2238518577988819,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004023342,0.0004579795,0.0005588878,0.0008851342,0.0006524822,0.0006394346,0.0006535682,0.000459542,0.001807814],"category_scores_gemma":[0.0003587525,0.0002411125,0.0005090344,0.0005965732,0.0001565393,0.0007968564,0.0006463305,0.0002653788,0.0004888039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000378901,"about_ca_system_score_gemma":0.0007254104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002387722,"about_ca_topic_score_gemma":0.001999562,"domain_scores_codex":[0.9994387,0.00005692663,0.00004077149,0.0001167034,0.0002656975,0.00008120946],"domain_scores_gemma":[0.9997346,0.00002703202,0.00003122964,0.00003577198,0.0001369133,0.00003438564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002588956,0.002517292,0.08567027,0.001099808,0.0003200485,0.002158687,0.0006351742,0.0301868,0.3904042,0.004911476,0.02965817,0.449849],"study_design_scores_gemma":[0.0006094102,0.002006491,0.09764312,0.0001059062,0.0004098369,0.001368546,0.0006559188,0.6257458,0.2495137,0.0028149,0.01887167,0.0002545929],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6772344,0.0005741931,0.2825597,0.0008286715,0.0003359045,0.00113087,0.001206822,0.01279474,0.02333462],"genre_scores_gemma":[0.9663441,0.0002805426,0.02722552,0.0001935889,0.00003474902,0.0002883446,0.0007606881,0.00005287518,0.004819517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002387722,"threshold_uncertainty_score":0.006047726,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}