{"id":"W4234514539","doi":"10.1109/tim.2016.2538983","title":"IEEE Instrumentation and Measurement Society Information","year":2016,"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); Computer science; Electrical engineering; Engineering; Systems 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":[],"consensus_categories":[],"category_scores_codex":[0.001095813,0.0002747962,0.0002020082,0.0002544226,0.0004525878,0.0001582083,0.0002035238,0.0001478583,0.00001867765],"category_scores_gemma":[0.00001367424,0.000218403,0.00008826656,0.0002559382,0.0001142931,0.001768111,0.000002344203,0.0001480823,0.0000479325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005458285,"about_ca_system_score_gemma":0.0001009124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003927825,"about_ca_topic_score_gemma":0.00005461274,"domain_scores_codex":[0.99728,0.0001136247,0.0005334766,0.0004197361,0.001335192,0.0003179734],"domain_scores_gemma":[0.9988757,0.00002557524,0.000217532,0.0003504136,0.0003715935,0.0001591264],"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":[0.00006498569,0.0001583932,0.0002838004,0.00007678217,0.0001930342,6.37656e-7,0.001664217,0.00004000526,0.2141777,0.001897474,0.0005797917,0.7808632],"study_design_scores_gemma":[0.006477471,0.0005998506,0.003922446,0.0003898276,0.0001011626,0.00005177606,0.001095692,0.001311409,0.9797707,0.0007085736,0.004924647,0.0006463997],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08063754,0.00004909849,0.9140952,0.002575553,0.001338454,0.0006986231,0.00001005354,0.000300665,0.0002947797],"genre_scores_gemma":[0.9954797,0.0003186135,0.003199283,0.0007489885,0.00002519286,0.0001750878,0.000001142838,0.00001089999,0.00004109407],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9148421,"threshold_uncertainty_score":0.8906217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03946755106759857,"score_gpt":0.2340038692571271,"score_spread":0.1945363181895285,"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."}}