{"id":"W4323031940","doi":"10.1109/mmm.2022.3233510","title":"Dielectric Spectroscopy: Revealing the True Colors of Biological Matter","year":2023,"lang":"en","type":"article","venue":"IEEE Microwave Magazine","topic":"Microwave and Dielectric Measurement Techniques","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Characterization (materials science); Ionizing radiation; Physics; Computer science; Algorithm; Optics; Nuclear physics","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":[0.0006783611,0.0008102765,0.0004353406,0.001253192,0.0004572296,0.001229109,0.0008363174,0.00152252,0.004494153],"category_scores_gemma":[0.001537616,0.0004372079,0.0003053099,0.001176155,0.001077444,0.003027875,0.001018628,0.001845715,0.002181158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003639797,"about_ca_system_score_gemma":0.0002633877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003144431,"about_ca_topic_score_gemma":0.0004501244,"domain_scores_codex":[0.9995314,0.00008090591,0.00001545389,0.0001124045,0.0002191901,0.00004057039],"domain_scores_gemma":[0.9994091,0.0002053278,0.000134763,0.00007555266,0.0001250659,0.00005022722],"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":[0.0003633032,0.00007936048,0.002158612,0.001464062,0.00007050858,0.000676984,0.000419315,0.001691401,0.7494535,0.02245554,0.03537924,0.1857882],"study_design_scores_gemma":[0.00009447091,0.0004265935,0.00621725,0.0004033424,0.0001211616,0.004702226,0.0007491671,0.0248446,0.7242591,0.03495473,0.2029742,0.0002531176],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1559165,0.07849852,0.6506574,0.01369348,0.004089118,0.000177338,0.004160896,0.006657995,0.08614872],"genre_scores_gemma":[0.6182746,0.06144214,0.2728034,0.005419004,0.002539637,0.0002775351,0.002430535,0.001129075,0.03568416],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004494153,"threshold_uncertainty_score":0.01503444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0279285212631167,"score_gpt":0.2397468380553815,"score_spread":0.2118183167922648,"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."}}