{"id":"W4407098483","doi":"10.1109/mim.2025.10870088","title":"From the Society","year":2025,"lang":"en","type":"article","venue":"IEEE Instrumentation & Measurement Magazine","topic":"Advanced Electrical Measurement Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Engineering; Systems engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0003624613,0.000209994,0.00015902,0.0000469696,0.0001291054,0.00006334178,0.0002655495,0.00006898479,0.00006934144],"category_scores_gemma":[0.00004486538,0.0001716972,0.0001360755,0.0004810994,0.00004511369,0.0002059285,0.00001711589,0.0002302416,0.00008265858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005629075,"about_ca_system_score_gemma":0.00003942123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001965963,"about_ca_topic_score_gemma":0.00004880143,"domain_scores_codex":[0.9984671,0.00004234706,0.0003505666,0.0002236445,0.0006464038,0.0002698971],"domain_scores_gemma":[0.9993787,0.00005110359,0.00004599548,0.0003243435,0.0001575416,0.00004225381],"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":[0.00002558011,0.00007328347,0.002248696,0.00005025504,0.0003687481,9.660691e-7,0.0002826142,0.002233227,0.5254501,0.0005027441,0.2818921,0.1868717],"study_design_scores_gemma":[0.002348003,0.00008249697,0.02196479,0.0003264735,0.0002697955,0.00000135241,0.000207461,0.01435226,0.7487637,0.01296745,0.1980069,0.0007092791],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07587299,0.00248117,0.8778654,0.004891407,0.003440246,0.001882722,0.00004097902,0.003503542,0.03002151],"genre_scores_gemma":[0.9917399,0.000175114,0.006426501,0.001140193,0.0001851046,0.0001649628,0.00001741149,0.0000287026,0.0001221114],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9158669,"threshold_uncertainty_score":0.7001607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0228843909934756,"score_gpt":0.2543064591447901,"score_spread":0.2314220681513144,"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."}}