{"id":"W1991676069","doi":"10.1109/mias.2013.2282561","title":"Taking the Next Step in Harmonization: Key Changes in IEEE 515-2011","year":2013,"lang":"en","type":"article","venue":"IEEE Industry Applications Magazine","topic":"Sensor Technology and Measurement Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"TRACE (psycholinguistics); Harmonization; Key (lock); Commission; Process (computing); Standard system; Engineering; Manufacturing engineering; Computer science; Accounting; Business; Construction engineering; Finance; Computer security","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003930332,0.0001633974,0.0001652843,0.0002665305,0.0001353225,0.000119338,0.001160291,0.0003826363,0.0001458971],"category_scores_gemma":[0.00002746321,0.0001370968,0.00002277399,0.001219716,0.00009120667,0.0003849042,0.0000374912,0.000716206,0.001250635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009216876,"about_ca_system_score_gemma":0.00004243306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001551818,"about_ca_topic_score_gemma":0.0003804655,"domain_scores_codex":[0.9986063,0.0000900953,0.000336643,0.0004152808,0.0002180986,0.0003335487],"domain_scores_gemma":[0.9985816,0.00008010714,0.000206335,0.0009619474,0.0001172823,0.00005265844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00001058103,0.001019231,0.1219726,0.0001093154,0.00007081457,0.00003382326,0.002191121,0.002371694,0.3492774,0.0397694,0.07707047,0.4061035],"study_design_scores_gemma":[0.003557482,0.0001742068,0.5049183,0.0004420724,0.00004203889,0.0002706713,0.00137199,0.07515501,0.1794474,0.007621045,0.2249232,0.002076611],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5262783,0.0008274912,0.360006,0.08367758,0.001516464,0.006768561,0.000008387162,0.001156272,0.01976095],"genre_scores_gemma":[0.9943551,0.00002164256,0.001886799,0.0007117866,0.0001930879,0.001850145,0.000002696004,0.0000130996,0.0009656558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4680768,"threshold_uncertainty_score":0.999527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06445949894542904,"score_gpt":0.2673683510642502,"score_spread":0.2029088521188212,"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."}}