{"id":"W4205976000","doi":"10.1109/tim.2013.2288903","title":"IEEE Instrumentation and Measurement Society Information","year":2013,"lang":"en","type":"article","venue":"IEEE Transactions on Instrumentation and Measurement","topic":"Sensor Technology and Measurement Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Instrumentation (computer programming); Engineering; Computer science; Systems engineering; Electrical engineering; Operating system","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":[0.0008418745,0.0002866852,0.0002105701,0.0002593771,0.0005174768,0.0003269155,0.0002088103,0.0001547596,0.00003602399],"category_scores_gemma":[0.00000953309,0.0002775199,0.00008683763,0.0003010925,0.00009700172,0.00226105,0.000002411767,0.0002357446,0.00009762815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004325747,"about_ca_system_score_gemma":0.00008821337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001775562,"about_ca_topic_score_gemma":0.00005254347,"domain_scores_codex":[0.99727,0.0001084575,0.000558655,0.0004022506,0.001332406,0.0003282572],"domain_scores_gemma":[0.9987661,0.00001730658,0.0002154388,0.0003426327,0.000483478,0.0001750199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004173704,0.0003119549,0.0004044711,0.0001813642,0.0003268293,6.130658e-7,0.004468457,0.0003040606,0.1583649,0.001832171,0.001986168,0.8317773],"study_design_scores_gemma":[0.007820474,0.0009672483,0.01257734,0.0003675641,0.0001711942,0.00008371329,0.004808969,0.01835938,0.9478744,0.001403361,0.004366769,0.001199628],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1484338,0.00006371569,0.846038,0.001949879,0.001369694,0.001290809,0.000005156605,0.0003390983,0.0005098719],"genre_scores_gemma":[0.9932403,0.0001839049,0.004991097,0.001135095,0.00002293448,0.0003808232,0.00000260596,0.00001115842,0.00003210175],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8448065,"threshold_uncertainty_score":0.9999677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03541934521562938,"score_gpt":0.2272796433826536,"score_spread":0.1918602981670242,"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."}}