{"id":"W4410089252","doi":"10.1016/j.sna.2025.116665","title":"Scalable frequency selective microwave-assisted reactor setup for organic synthesis","year":2025,"lang":"en","type":"article","venue":"Sensors and Actuators A Physical","topic":"Microwave-Assisted Synthesis and Applications","field":"Chemistry","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"RUDN University; Magyar Tüdőgyógyász Társaság; KU Leuven; IEEE Microwave Theory and Technology Society; Fonds Wetenschappelijk Onderzoek","keywords":"Microwave; Scalability; Materials science; Process engineering; Electronic engineering; Computer science; Engineering; Telecommunications; Operating system","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":[0.00009307029,0.0003409197,0.0005065016,0.00008278496,0.0003593659,0.0001085485,0.0002092424,0.0001965203,0.0001593293],"category_scores_gemma":[0.0002708588,0.0003056789,0.0002344499,0.0003464817,0.0001487871,0.00009103353,0.00006485573,0.0002432378,0.00002701929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001263246,"about_ca_system_score_gemma":0.0001299091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004719871,"about_ca_topic_score_gemma":0.00002068505,"domain_scores_codex":[0.998398,0.00003185355,0.0003180346,0.000664544,0.0001399815,0.0004475928],"domain_scores_gemma":[0.9982844,0.0008481171,0.0001399083,0.0004454006,0.0001336754,0.0001485099],"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":[0.0000458095,0.000377935,0.000216077,0.0001523781,0.0001793828,0.00000144759,0.0002259218,1.429802e-7,0.9630103,0.004729618,0.002955492,0.02810556],"study_design_scores_gemma":[0.0004421923,0.00002067699,0.0008681564,0.0001555375,0.0002944597,0.000008481786,0.0005093515,0.0005151746,0.9820231,0.005219382,0.009515848,0.0004276844],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866105,0.00008297925,0.0007789131,0.0005854469,0.00004064013,0.0002492776,0.0002281459,0.0001377307,0.01128639],"genre_scores_gemma":[0.9961616,0.00003133283,0.001638528,0.0001040841,0.0001879226,0.0002005962,0.0000366198,0.00005090344,0.001588412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02767788,"threshold_uncertainty_score":0.9999396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009529323365318351,"score_gpt":0.2433792837393676,"score_spread":0.2338499603740492,"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."}}