{"id":"W4254927598","doi":"10.1109/tim.2020.2976219","title":"IEEE Instrumentation and Measurement Society Information","year":2020,"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; National Research Council Canada","funders":"","keywords":"Instrumentation (computer programming); Computer science; Systems engineering; Engineering; Electrical 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":[0.0007258846,0.0002756203,0.000220495,0.0001554654,0.0004548295,0.0002166948,0.0002123837,0.0001382625,0.00001490018],"category_scores_gemma":[0.0000141633,0.0002772136,0.000090288,0.00035332,0.00008330825,0.001456627,0.000002607275,0.0002536774,0.0000418292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003100454,"about_ca_system_score_gemma":0.0001010879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003733739,"about_ca_topic_score_gemma":0.00002569182,"domain_scores_codex":[0.9973034,0.000106404,0.0005343221,0.0004321889,0.001341434,0.0002822322],"domain_scores_gemma":[0.9989805,0.00001435579,0.0002079666,0.0002488016,0.0003199823,0.000228349],"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":[0.0001945858,0.0003137151,0.0004254359,0.0003790576,0.0004952559,0.000002184459,0.01400767,0.0009225236,0.2237699,0.002708245,0.002037834,0.7547436],"study_design_scores_gemma":[0.007568431,0.001198051,0.002683912,0.0002349484,0.000181483,0.00004535647,0.004140467,0.02469785,0.9501119,0.0003288953,0.007863123,0.0009456056],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05930697,0.00006942086,0.9331461,0.005005046,0.000934839,0.0008326188,0.000009175028,0.0003725885,0.0003233029],"genre_scores_gemma":[0.9923037,0.0001948198,0.004266164,0.00305221,0.0000336065,0.0001275626,0.000002816297,0.00001108969,0.000008041325],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9329967,"threshold_uncertainty_score":0.999968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05494746178694174,"score_gpt":0.2355187275467158,"score_spread":0.1805712657597741,"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."}}