{"id":"W4290776426","doi":"10.55900/qswbxduz","title":"Performance of an Ultrasound and Infrared Assisted Conductive Hydro-Dryer as a High Quality and Energy Efficient Drying Method: A Mini-review","year":2022,"lang":"en","type":"article","venue":"Proceedings of the 22nd International Drying Symposium on Drying Technology - IDS '22","topic":"Food Drying and Modeling","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Electrical conductor; Quality (philosophy); Materials science; Infrared; Process engineering; Energy (signal processing); Composite material; Engineering; Optics; Mathematics; Physics","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":[0.001269675,0.0002782719,0.0004940088,0.0001639046,0.0006059275,0.00005305838,0.0008990389,0.0001567487,0.00006450711],"category_scores_gemma":[0.0004747399,0.0001496911,0.000115457,0.0006278311,0.0003206948,0.0001994417,0.0007402593,0.0004377817,5.168262e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001129996,"about_ca_system_score_gemma":0.00002479166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003679763,"about_ca_topic_score_gemma":0.000004651276,"domain_scores_codex":[0.9976755,0.00008099902,0.0006629672,0.0006402903,0.0006297874,0.0003104283],"domain_scores_gemma":[0.9984229,0.0003067627,0.0007272559,0.0001232149,0.0003495822,0.00007034899],"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":[0.0001676465,0.0002097273,0.004640725,0.000159278,0.0001126353,5.945462e-7,0.0002624131,0.0003020374,0.9702424,0.01225858,0.0000519918,0.01159194],"study_design_scores_gemma":[0.002608356,0.005088027,0.03218465,0.003752019,0.0004678719,0.0007849438,0.005738602,0.02831657,0.8976374,0.0153428,0.006099937,0.001978775],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937552,0.0004955457,0.000002606286,0.003118699,0.0002518309,0.0002353046,0.00005323627,0.0001216795,0.001965908],"genre_scores_gemma":[0.997455,0.000432238,0.00115146,0.0005118853,0.00004268031,0.000117076,0.00001985214,0.000006995477,0.0002627893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07260499,"threshold_uncertainty_score":0.6104228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02160952494172931,"score_gpt":0.2759455371694554,"score_spread":0.2543360122277261,"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."}}