{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003141208,0.001546007,0.001558037,0.003907326,0.001603621,0.005501273,0.002022985,0.003179738,0.09308392],"category_scores_gemma":[0.007243413,0.000847416,0.0008041835,0.00373407,0.001212353,0.004246539,0.003345,0.00375003,0.07549965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001761813,"about_ca_system_score_gemma":0.003336683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002624186,"about_ca_topic_score_gemma":0.001709655,"domain_scores_codex":[0.9959813,0.0005608972,0.0003078999,0.0005980032,0.002292558,0.0002593579],"domain_scores_gemma":[0.990968,0.0007606573,0.0003376259,0.001825548,0.00579909,0.0003089902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002082584,0.0001327544,0.001725753,0.0005102649,0.00009502754,0.0002512575,0.0002081844,0.002081092,0.0128465,0.04760342,0.3602709,0.5740667],"study_design_scores_gemma":[0.00002721083,0.000106834,0.001512605,0.000311931,0.00004716115,0.0004932518,0.00009007325,0.009471699,0.007485727,0.0134693,0.9669148,0.00006935374],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006060147,0.02816617,0.4110211,0.014757,0.01913796,0.0009892136,0.005661225,0.01150714,0.5027002],"genre_scores_gemma":[0.132074,0.0320153,0.1431348,0.00734666,0.0058833,0.001657527,0.02053373,0.001334856,0.6560199],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09308392,"threshold_uncertainty_score":0.3113967,"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."}}