{"id":"W4241752294","doi":"10.1109/tcsii.2019.2914219","title":"IEEE Circuits and Systems Society Information","year":2019,"lang":"en","type":"article","venue":"IEEE Transactions on Circuits & Systems II Express Briefs","topic":"Electrical and Electromagnetic Research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Electronic circuit; Computer science; Electrical engineering; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003533455,0.0003429966,0.0004828041,0.0001579131,0.0005296178,0.0003940197,0.0002943086,0.000171443,0.0001215522],"category_scores_gemma":[0.000001709593,0.0003233837,0.0002126526,0.0004410175,0.00006852062,0.0007990346,0.000003965165,0.0005980447,0.0002961869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000974375,"about_ca_system_score_gemma":0.0001488682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001316055,"about_ca_topic_score_gemma":0.000001031176,"domain_scores_codex":[0.9973658,0.0001514789,0.0006101205,0.0004549898,0.0006868676,0.0007307295],"domain_scores_gemma":[0.9986466,0.0001926205,0.0001765022,0.0005040446,0.0002145572,0.000265742],"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":[0.0001468777,0.002417656,0.003018077,0.004030918,0.002707041,0.00001075329,0.01588074,0.08526376,0.4201994,0.02638075,0.05019086,0.3897532],"study_design_scores_gemma":[0.02762994,0.01003147,0.003746688,0.004235819,0.001062912,0.0004878074,0.01339466,0.3018267,0.1682961,0.001286066,0.4578451,0.01015678],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5806271,0.0005883596,0.3926283,0.0001494058,0.002589238,0.002660016,0.0002811012,0.0002708058,0.02020557],"genre_scores_gemma":[0.9904221,0.00003823981,0.00000681779,0.00005532968,0.0002609782,0.0003274972,0.00001789995,0.00003620847,0.008834875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.409795,"threshold_uncertainty_score":0.9999218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01199195084089019,"score_gpt":0.2289246562114313,"score_spread":0.2169327053705411,"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."}}