{"id":"W4385638218","doi":"10.36227/techrxiv.23735958.v1","title":"A Mechatronic Shape-shifting Reflector System with True Independent Reflection Magnitude and Phase Control for Dynamic Beamforming","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Antenna Design and Optimization","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Ministère de la Défense Nationale","keywords":"Reflector (photography); Beamforming; Beam steering; Optics; Printed circuit board; Engineering; Decoupling (probability); Control system; Beam (structure); Stepper; Acoustics; Electrical engineering; Electronic engineering; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003341862,0.000566027,0.0003254144,0.000176922,0.0001307697,0.0003980698,0.0007552084,0.0004255784,0.003270019],"category_scores_gemma":[0.0003239518,0.0002709528,0.0002226232,0.0002389856,0.0002689796,0.0004488565,0.0004489845,0.0003979802,0.001758856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002664096,"about_ca_system_score_gemma":0.0003015159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001811414,"about_ca_topic_score_gemma":0.000407907,"domain_scores_codex":[0.9995947,0.00005980133,0.00001945516,0.0000806625,0.0002014908,0.00004392643],"domain_scores_gemma":[0.9997942,0.00003660896,0.0000506539,0.00005715101,0.00004340677,0.0000179915],"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":[0.0001065694,0.00003211366,0.0002501087,0.00007157226,0.00001477208,0.00008938882,0.00004672292,0.004457497,0.9230431,0.00466165,0.000827887,0.06639872],"study_design_scores_gemma":[0.00007401144,0.000701101,0.001368263,0.00001625394,0.0000260872,0.0009811171,0.00003045824,0.07986752,0.8883917,0.0009505583,0.02753475,0.00005823197],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08110016,0.0002601125,0.9064162,0.0002065248,0.0001010305,0.0001370033,0.0001253762,0.002264926,0.009388705],"genre_scores_gemma":[0.3484407,0.0001747886,0.6440789,0.0001421299,0.00003775461,0.0001257556,0.0001742246,0.0001406937,0.006685121],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003270019,"threshold_uncertainty_score":0.01093936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02106384914865167,"score_gpt":0.2703099178906388,"score_spread":0.2492460687419871,"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."}}