{"id":"W2792392361","doi":"10.1088/1755-1315/127/1/012016","title":"An Energy Saving Green Plug Device for Nonlinear Loads","year":2018,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Power Quality and Harmonics","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Inrush current; Control theory (sociology); Power factor; Controller (irrigation); Fuzzy logic; Engineering; Computer science; Pulse-width modulation; Compensation (psychology); Electronic engineering; Voltage; Electrical engineering; Control (management)","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":[0.0001725711,0.0001336142,0.0001113075,0.00003991248,0.0003284836,0.0001169266,0.0002503239,0.00004788429,0.000121194],"category_scores_gemma":[0.000006668339,0.0001329004,0.00001856566,0.00009640981,0.0009963993,0.0008169174,0.00006278355,0.00005899855,0.00001602421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002257813,"about_ca_system_score_gemma":0.00003092406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007855661,"about_ca_topic_score_gemma":0.0004510534,"domain_scores_codex":[0.9990484,0.000009554557,0.0001316548,0.0002680534,0.0001769975,0.0003653508],"domain_scores_gemma":[0.9995492,0.00001373967,0.00002120259,0.0001943265,0.00001126931,0.0002103274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004474238,0.00004248084,0.00054005,0.00003807655,0.00001106996,0.000002833169,0.002136777,0.0001225862,0.8825198,0.003365388,0.0000262036,0.11115],"study_design_scores_gemma":[0.0004318983,0.0007293565,0.02236539,0.00003289798,0.00001615364,0.00002848469,0.001381483,0.08976038,0.7673083,0.0006637051,0.1166429,0.0006390327],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960105,0.0001070989,0.002258115,0.00006408727,0.0001672599,0.00007101541,0.00007732199,0.00007551404,0.00116909],"genre_scores_gemma":[0.9962444,0.0001796813,0.003083674,0.0001604719,0.0001060673,0.000007670189,0.000018527,0.00001021521,0.0001892584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1166167,"threshold_uncertainty_score":0.5419523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02116164328460386,"score_gpt":0.2287087788191481,"score_spread":0.2075471355345442,"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."}}