{"id":"W4388629615","doi":"10.36227/techrxiv.24514102","title":"Some Possibilities for Utilizing Metasurfaces in Microwave Imaging","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Microwave Imaging and Scattering Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Microwave; Microwave imaging; Noise (video); Computer science; SIGNAL (programming language); Physics; Telecommunications; Artificial intelligence; Image (mathematics)","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":[0.0004742043,0.0005566491,0.0004628086,0.000571703,0.0004162321,0.001487191,0.0005928634,0.001466697,0.003717007],"category_scores_gemma":[0.0006910256,0.0004665713,0.0008247996,0.0004673717,0.001064357,0.001786888,0.0008393083,0.001429441,0.001005871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003585694,"about_ca_system_score_gemma":0.0001134314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001112015,"about_ca_topic_score_gemma":0.0001565432,"domain_scores_codex":[0.9997668,0.00007043641,0.00001287469,0.00003278075,0.00008826234,0.00002882454],"domain_scores_gemma":[0.999805,0.0001154872,0.00001354589,0.00003084975,0.00002220212,0.00001289022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001933714,0.0001208002,0.0003937708,0.00100406,0.00008118375,0.001043606,0.0005625617,0.01465357,0.3327629,0.5134298,0.004428958,0.1313254],"study_design_scores_gemma":[0.0001066974,0.0005577347,0.0007099514,0.0003420848,0.00007740438,0.002989196,0.0003860192,0.08367629,0.1940483,0.492246,0.2246792,0.0001811267],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04843223,0.07364673,0.7590507,0.009144824,0.001435366,0.00009631108,0.0001260472,0.001073867,0.1069939],"genre_scores_gemma":[0.504221,0.04347164,0.4212365,0.001698421,0.001152351,0.0001798346,0.0001622277,0.0004815099,0.02739661],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003717007,"threshold_uncertainty_score":0.0124346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03889094322155236,"score_gpt":0.2702879230943318,"score_spread":0.2313969798727795,"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."}}