{"id":"W3081441387","doi":"10.1002/mop.32596","title":"Radio frequency thawing chamber for rapidly thawing applications","year":2020,"lang":"en","type":"article","venue":"Microwave and Optical Technology Letters","topic":"Freezing and Crystallization Processes","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Fundamental Research Funds for the Central Universities; National Natural Science Foundation of China","keywords":"Radio frequency; Materials science; Vacuum chamber; Tray; Shell (structure); Electric field; Electrical engineering; Optoelectronics; Engineering; Physics; Mechanical engineering; Composite material","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":[0.00003929123,0.0001332064,0.000156461,0.00007941497,0.00009311481,0.00003223714,0.0001040237,0.0001411688,0.000007784847],"category_scores_gemma":[0.00003576732,0.0001371638,0.00003685089,0.0002571672,0.0001405105,0.00007247605,0.00002862613,0.0001754542,0.0000123066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001452847,"about_ca_system_score_gemma":0.000006218743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.912565e-7,"about_ca_topic_score_gemma":6.067245e-7,"domain_scores_codex":[0.9993181,0.000003079703,0.0001604164,0.0002228833,0.00004538288,0.0002501806],"domain_scores_gemma":[0.9997318,0.00004425472,0.00001500658,0.0001182938,0.00002313229,0.00006752271],"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":[0.000003241845,0.000007904609,0.0003710534,0.0001901612,0.00005367392,0.000006214619,0.000137704,0.0002114772,0.9680122,0.01986288,0.001480423,0.009663079],"study_design_scores_gemma":[0.002431505,0.0002268051,0.0002055292,0.00015485,0.0002347292,0.0001870198,0.001133172,0.02197091,0.8227325,0.01503523,0.1339661,0.001721642],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1352752,0.001572469,0.8440272,0.01679824,0.0000488074,0.0003051659,0.000009986374,0.00096699,0.0009959321],"genre_scores_gemma":[0.9687394,0.00009183505,0.02880833,0.002058879,0.0001060337,0.0001381338,0.00001388516,0.00003537909,0.000008115349],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8334641,"threshold_uncertainty_score":0.5593377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009713984374065511,"score_gpt":0.197960886363848,"score_spread":0.1882469019897825,"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."}}