{"id":"W4410859437","doi":"10.1049/wss2.70008","title":"IoT‐Based Food Quality Monitoring System","year":2025,"lang":"en","type":"article","venue":"IET Wireless Sensor Systems","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Quality (philosophy); Business; Computer science; Food quality; Food science; Biology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009210212,0.0003268635,0.0005233163,0.0001212515,0.00027398,0.0001621509,0.0007422409,0.0003017856,0.000007303679],"category_scores_gemma":[0.00009290378,0.0003049293,0.0001279243,0.0005759238,0.0002054738,0.0001096918,0.0003056384,0.0002892388,0.0003207941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001000729,"about_ca_system_score_gemma":0.0000224548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0023794,"about_ca_topic_score_gemma":0.00001733795,"domain_scores_codex":[0.9969367,0.0004189191,0.0007431832,0.0006768884,0.0006409003,0.0005833816],"domain_scores_gemma":[0.9982221,0.0002516921,0.0002402617,0.001157914,0.00003216062,0.00009590712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008253849,0.0002333522,0.8150522,0.002290176,0.0001892693,0.00005718776,0.0005401637,0.02082567,0.1481785,0.007658049,0.001950972,0.002941939],"study_design_scores_gemma":[0.002194276,0.0002918343,0.1672541,0.002856649,0.0001118092,0.00002664679,0.01511904,0.01327203,0.7828528,0.0001633981,0.01397731,0.001880073],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884346,0.0001369624,0.001787518,0.0002421635,0.003646646,0.0005628444,0.0000256848,0.001672033,0.003491514],"genre_scores_gemma":[0.9977446,0.000002420987,0.0008348887,0.00001020218,0.000181628,0.0001353782,0.000002421331,0.00003114471,0.001057327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.647798,"threshold_uncertainty_score":0.9999403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03971046396403009,"score_gpt":0.2855385861737756,"score_spread":0.2458281222097455,"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."}}