{"id":"W7053313936","doi":"","title":"Vibration frequency measurement by DNA-shaped metamaterial array","year":2023,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Magneto-Optical Properties and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Metamaterial; Vibration; Algorism; Finite element method; Rotation (mathematics); Antenna (radio); Radio spectrum; Frequency response; Split-ring resonator","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":[0.0001064996,0.0002002146,0.0002679651,0.00009758017,0.0001374828,0.00003019093,0.0002611025,0.0002171056,0.0001077049],"category_scores_gemma":[0.00001389553,0.0002503829,0.0001033399,0.0001665402,0.00002898724,0.0001283872,0.00001620494,0.0001624731,0.0002698411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001410714,"about_ca_system_score_gemma":0.00003168847,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009386975,"about_ca_topic_score_gemma":0.06431102,"domain_scores_codex":[0.9990567,0.00002299325,0.0001350901,0.0002237583,0.0003679231,0.0001935371],"domain_scores_gemma":[0.9994656,0.00001242309,0.0000841434,0.0002363713,0.0001280335,0.00007342949],"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":[0.00004210827,0.00004428271,0.00002808287,0.000657347,0.0001894695,0.000003502844,0.0003363123,0.0001871125,0.9670726,0.000657047,0.02979465,0.0009875075],"study_design_scores_gemma":[0.007424755,0.001374019,0.1088216,0.002384253,0.004833598,0.000006602786,0.1295298,0.04927738,0.3462868,0.005154788,0.3359057,0.009000667],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9371145,0.0007466589,0.01037492,0.001041224,0.002139918,0.001256093,0.0002839247,0.001273444,0.04576933],"genre_scores_gemma":[0.987308,0.0006418994,0.00223343,0.00002030392,0.0002440768,0.00001254803,0.001925544,0.0001502319,0.007463924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6207858,"threshold_uncertainty_score":0.9999948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01891573274672873,"score_gpt":0.1811180789527244,"score_spread":0.1622023462059957,"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."}}