{"id":"W3138246013","doi":"10.1016/j.sna.2021.112695","title":"Selective real-time non-contact multi-variable water-alcohol-sugar concentration analysis during fermentation process using microwave split-ring resonator based sensor","year":2021,"lang":"en","type":"article","venue":"Sensors and Actuators A Physical","topic":"Microwave and Dielectric Measurement Techniques","field":"Engineering","cited_by":61,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Microwave; Resonator; Process (computing); Process engineering; Materials science; Computer science; Optoelectronics; Engineering; Telecommunications","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":[0.000300873,0.0004183578,0.0004829363,0.0002109383,0.000131632,0.0003268035,0.0005905908,0.0004590764,0.000630943],"category_scores_gemma":[0.0002839965,0.0002612934,0.0002219585,0.0001961295,0.0002251348,0.0005553394,0.0002797825,0.0003979182,0.0002433166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001724257,"about_ca_system_score_gemma":0.0001813738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003427294,"about_ca_topic_score_gemma":0.0008493849,"domain_scores_codex":[0.9996454,0.00004267329,0.00001435733,0.0001400728,0.0001218168,0.0000358391],"domain_scores_gemma":[0.9997756,0.00006859616,0.0000585759,0.00001712696,0.00006105672,0.00001912258],"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":[0.0001365804,0.00002748207,0.0004872155,0.00004272119,0.000008919546,0.00003606543,0.00003096358,0.00007945932,0.9948875,0.00003577235,0.00007699148,0.004150354],"study_design_scores_gemma":[0.000008820071,0.0001925113,0.003531833,0.000002587846,0.00001905282,0.0001332542,0.0000369067,0.005745061,0.9898255,0.00002124835,0.0004689819,0.00001420525],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9562861,0.001313628,0.04001085,0.0001511354,0.0001499437,0.00003629368,0.0002683518,0.0004188194,0.001364878],"genre_scores_gemma":[0.9798508,0.0004457908,0.01761177,0.00007367606,0.00002786676,0.00002883974,0.0001006278,0.00002180225,0.001838665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000630943,"threshold_uncertainty_score":0.00211072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01183286956063585,"score_gpt":0.2473696746226741,"score_spread":0.2355368050620382,"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."}}