{"id":"W1970430766","doi":"10.1109/mie.2007.904675","title":"Society News [including IEEE William E. Newell Award recipient]","year":2007,"lang":"en","type":"article","venue":"IEEE Industrial Electronics Magazine","topic":"Advanced Research in Systems and Signal Processing","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission; Canarie","keywords":"Computer science; Art history; Management; Media studies; Library science; Engineering physics; Engineering; Art; Sociology; Economics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.001418282,0.0004151943,0.0004819839,0.0001519572,0.0002962792,0.0001308437,0.0004155025,0.0005077308,0.00004390891],"category_scores_gemma":[0.0001040328,0.0004087523,0.0002439365,0.0008863641,0.0000890885,0.000420579,0.00004160089,0.001775521,0.0001575755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009955106,"about_ca_system_score_gemma":0.0002469039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000222541,"about_ca_topic_score_gemma":0.00007718356,"domain_scores_codex":[0.9964002,0.00004713177,0.0007642823,0.0004557146,0.0006740157,0.001658654],"domain_scores_gemma":[0.9987565,0.0002256861,0.0001338795,0.0003737855,0.0001475827,0.0003625645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000279826,0.0001175248,0.0004940414,0.0001842948,0.0003781877,0.00009314794,0.000367928,0.1221678,0.3765317,0.0002555667,0.2830846,0.2160454],"study_design_scores_gemma":[0.00222323,0.0002680986,0.00002204333,0.0001775307,0.00003527288,0.00004305702,0.00007384671,0.01617218,0.08840006,0.0006911815,0.8911464,0.0007471119],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3747157,0.008130651,0.5402652,0.0007410994,0.015212,0.00213569,0.00004767726,0.002531965,0.05622],"genre_scores_gemma":[0.9846383,0.001108537,0.001597592,0.0001722539,0.00736065,0.00003007827,0.00002219122,0.0002183961,0.004851951],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6099226,"threshold_uncertainty_score":0.9998364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05798727657936528,"score_gpt":0.3001317095161238,"score_spread":0.2421444329367586,"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."}}