{"id":"W4402474545","doi":"10.1109/ccece59415.2024.10667289","title":"IoT Enabled Phase-Cut Dimmable Power Supply for LED Fixtures","year":2024,"lang":"en","type":"article","venue":"","topic":"Synthesis and properties of polymers","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Phase (matter); Internet of Things; Business; Electrical engineering; Computer science; Engineering; Computer security; Chemistry","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":[0.00009995804,0.0002775754,0.0001472167,0.0003883048,0.0001876585,0.0004869282,0.0005904557,0.0003258357,0.005050355],"category_scores_gemma":[0.000222347,0.0001773563,0.0001780484,0.0001637608,0.0001744716,0.0005161096,0.0003995104,0.0003074997,0.00104404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002362811,"about_ca_system_score_gemma":0.0001621347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001031647,"about_ca_topic_score_gemma":0.0001921749,"domain_scores_codex":[0.9998709,0.00001017186,0.000005751472,0.00002572142,0.00007197336,0.00001543266],"domain_scores_gemma":[0.9998987,0.00002191566,0.00002076679,0.00001224005,0.00003805458,0.00000834422],"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":[0.0001643877,0.00008457821,0.0008503683,0.0004242183,0.00001617766,0.0006515111,0.0002113144,0.004466645,0.7802836,0.01592539,0.003501832,0.19342],"study_design_scores_gemma":[0.00006875033,0.001015135,0.002871283,0.0001361869,0.00004774429,0.001928819,0.00009381994,0.05439341,0.7627276,0.003629819,0.173035,0.00005247376],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1027986,0.0008598673,0.8453364,0.0003046115,0.0002873924,0.0002572153,0.0002327331,0.002775209,0.0471478],"genre_scores_gemma":[0.8037337,0.0007874971,0.1678248,0.0003152012,0.00009483825,0.0002008143,0.000260227,0.0001865008,0.02659643],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005050355,"threshold_uncertainty_score":0.01689512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01583548608125591,"score_gpt":0.2764616743176515,"score_spread":0.2606261882363956,"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."}}