{"id":"W4315472864","doi":"10.1109/mpel.2022.3218125","title":"PELS Annual Townhall Meeting Focuses on Future Growth","year":2022,"lang":"en","type":"article","venue":"IEEE Power Electronics Magazine","topic":"Power Systems and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Excellence; Power (physics); Presentation (obstetrics); Library science; Telecommunications; Management; Engineering; Political science; Operations research; Law; Computer science; Medicine; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002524946,0.000303576,0.0002932469,0.0002194814,0.0001893257,0.00003989051,0.0004920574,0.0001088075,0.000159512],"category_scores_gemma":[0.00002276157,0.0003048044,0.0001106862,0.0004447919,0.00002393228,0.0001240273,0.00009932288,0.0008280464,0.0001263334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003448209,"about_ca_system_score_gemma":0.00004713201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006425425,"about_ca_topic_score_gemma":0.00003753728,"domain_scores_codex":[0.998192,0.00003947119,0.0002929702,0.0003308402,0.0003829567,0.0007617999],"domain_scores_gemma":[0.9993509,0.00004693622,0.00006229914,0.0004217125,0.00005409491,0.00006407464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001910012,0.0004965856,0.0005684782,0.0002408106,0.0007186146,0.0003823569,0.002533304,0.02294473,0.07888417,0.08891774,0.7900924,0.01402982],"study_design_scores_gemma":[0.0006305219,0.0009312389,0.0002252486,0.00002334519,0.00002344384,0.0001074398,0.0004013395,0.0007833737,0.02430511,0.001892074,0.9699905,0.0006863902],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8075857,0.02842447,0.001675073,0.00289638,0.009532973,0.0009685339,0.0003592125,0.007066342,0.1414913],"genre_scores_gemma":[0.998137,0.0002788982,0.0001226162,0.0001317205,0.0002383962,0.0000956937,0.00001133228,0.00008777048,0.0008965624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1905513,"threshold_uncertainty_score":0.9999404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004234599158113727,"score_gpt":0.1876483143698443,"score_spread":0.1834137152117306,"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."}}