{"id":"W4395662244","doi":"10.23919/eucap60739.2024.10501558","title":"A WiFi-Based System for Ice Monitoring in Harsh Environments Using 2.7 GHz Microwave Sensors","year":2024,"lang":"en","type":"article","venue":"","topic":"Microwave Engineering and Waveguides","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Microwave; Wireless sensor network; Computer science; Electronic engineering; Electro-optical sensor; Resonator; Remote sensing; Electrical engineering; Engineering; Telecommunications; Computer network","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":[0.0002763533,0.0003725943,0.0004065365,0.0005654389,0.0002564093,0.0003061905,0.0006013985,0.0003904598,0.002582139],"category_scores_gemma":[0.0003681858,0.0001717305,0.0001922282,0.0003451392,0.0001469659,0.0005257985,0.000518074,0.0002420246,0.0009679045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002451735,"about_ca_system_score_gemma":0.000228623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007404069,"about_ca_topic_score_gemma":0.001531943,"domain_scores_codex":[0.9996957,0.0000420038,0.00001544087,0.00009344742,0.0001159652,0.00003743053],"domain_scores_gemma":[0.9998301,0.00002731345,0.00003838429,0.00002890422,0.00005871613,0.00001651946],"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":[0.000802209,0.0002667212,0.02435706,0.0003907269,0.0001170746,0.0004324305,0.0002632028,0.006106159,0.660098,0.001680132,0.006648751,0.2988375],"study_design_scores_gemma":[0.0002431481,0.001854367,0.05715803,0.00009889621,0.0002771389,0.003213098,0.0003021742,0.1651442,0.7290406,0.001112943,0.04138525,0.0001702011],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4214061,0.0007933537,0.5556058,0.0002726516,0.0002811824,0.0002798724,0.0007719907,0.00992748,0.01066155],"genre_scores_gemma":[0.9087343,0.0002385048,0.08347353,0.0002594128,0.00008356957,0.0002101091,0.0004346926,0.00008502317,0.006480917],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002582139,"threshold_uncertainty_score":0.008638084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0174208339214657,"score_gpt":0.2238051907600942,"score_spread":0.2063843568386285,"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."}}