{"id":"W2526252987","doi":"10.1080/10798587.2016.1152762","title":"Networks based computing and automation","year":2016,"lang":"en","type":"article","venue":"Intelligent Automation & Soft Computing","topic":"Embedded Systems Design Techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Computer science; Automation","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":[0.001535035,0.0002909132,0.0003068467,0.0003105439,0.0003107819,0.0003894712,0.000698744,0.0001578784,0.00001180457],"category_scores_gemma":[0.0002420953,0.00023552,0.00009107883,0.0004986195,0.00007073559,0.0006647475,0.0003385072,0.0001499055,0.00006216135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001970689,"about_ca_system_score_gemma":0.00006819697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001436303,"about_ca_topic_score_gemma":0.000002654478,"domain_scores_codex":[0.9972853,0.0003287473,0.0008451289,0.0006325365,0.0004403106,0.0004679547],"domain_scores_gemma":[0.997333,0.001171034,0.0005255499,0.0005847742,0.0002490548,0.0001365145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000003458364,0.00004582425,0.002836748,0.00006373363,0.00002573953,0.000008812837,0.0008858696,0.01109148,0.003046292,0.02587841,0.0008708931,0.9552428],"study_design_scores_gemma":[0.0002004151,0.00006031901,0.002572991,0.0005132215,0.000005702188,0.00003071852,0.00001639415,0.9840466,0.01016932,0.00152038,0.0005479467,0.0003159875],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02001802,0.0001414819,0.974131,0.0006529071,0.0005169517,0.0004367361,8.384999e-7,0.0037787,0.0003233322],"genre_scores_gemma":[0.8218591,0.00000456911,0.1776411,0.0002803683,0.0001517295,0.000006479088,0.000002793403,0.00002294336,0.0000309726],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9729551,"threshold_uncertainty_score":0.9604226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02003838826845012,"score_gpt":0.2742413788299884,"score_spread":0.2542029905615383,"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."}}