{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003641318,0.001232948,0.0004750872,0.001182686,0.003106234,0.009931453,0.00142874,0.003276469,0.2130998],"category_scores_gemma":[0.004698437,0.0003494346,0.0006601586,0.001158062,0.0008905924,0.005763322,0.005938693,0.004536705,0.1229027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002304432,"about_ca_system_score_gemma":0.005656633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002640594,"about_ca_topic_score_gemma":0.006416619,"domain_scores_codex":[0.9976815,0.0003083967,0.00008700196,0.0003259298,0.001017326,0.0005797424],"domain_scores_gemma":[0.9949756,0.0002568929,0.0001585566,0.0001747212,0.001743292,0.002690907],"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":[0.00001422686,0.0000206274,0.0001679747,0.00005172896,0.000001529256,0.00003699921,0.00008825445,0.00002141146,0.0001487608,0.003462118,0.967854,0.0281324],"study_design_scores_gemma":[0.000001704465,0.000009309444,0.0002590085,0.00004022353,8.467219e-7,0.00002249909,0.0001800547,0.00001578767,0.00003958266,0.0004156328,0.9990126,0.000002653578],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00343592,0.01649421,0.00204157,0.1917125,0.109328,0.0001587243,0.001664596,0.0008357332,0.6743287],"genre_scores_gemma":[0.02056097,0.01669762,0.001671084,0.0213688,0.02060054,0.0001577506,0.002078801,0.0005397539,0.9163247],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2130998,"threshold_uncertainty_score":0.7128897,"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."}}