{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006453769,0.000424968,0.0006551413,0.0005851426,0.00005104061,0.0002530055,0.0003758633,0.0001375443,0.00001640404],"category_scores_gemma":[0.00006447997,0.0004475374,0.0003595536,0.0001723129,0.00005190034,0.0001193417,0.0002808961,0.0004997528,0.00004850912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001829813,"about_ca_system_score_gemma":0.00003741845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000689677,"about_ca_topic_score_gemma":0.0002962183,"domain_scores_codex":[0.9980643,0.00003513182,0.0005954499,0.000595543,0.0001436352,0.0005659256],"domain_scores_gemma":[0.9990497,0.0001877832,0.00005994542,0.00059068,0.00004592635,0.00006603097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002399639,0.00007190383,0.01403255,0.008695448,0.001588273,0.00008283153,0.0057598,0.7669553,0.1553807,0.0007852279,0.0341815,0.01244242],"study_design_scores_gemma":[0.0004133638,0.000005627436,0.001134267,0.0007398484,0.0002153221,0.000006060295,0.00196584,0.9208949,0.03725993,0.03527201,0.0008312117,0.001261628],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9092702,0.01995962,0.0560629,0.001648218,0.004175628,0.001136264,0.0003893766,0.00488025,0.0024776],"genre_scores_gemma":[0.97631,0.0004880462,0.02016034,0.00008593968,0.0001838117,0.0001614278,0.0001534973,0.0001886579,0.002268266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1539395,"threshold_uncertainty_score":0.9997976,"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."}}