{"id":"W2809867097","doi":"10.1002/9781119422099.ch5","title":"Microinverter Systems For Energy Conservation In Infrastructures","year":2017,"lang":"en","type":"other","venue":"","topic":"Photovoltaic System Optimization Techniques","field":"Energy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Solar micro-inverter; Photovoltaic system; Power (physics); Computer science; Energy conservation; Energy (signal processing); Electrical engineering; Engineering; Inverter; Maximum power point tracking; Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001101685,0.0002866311,0.0004756901,0.0004492601,0.00003715409,0.0000957161,0.000361791,0.000602821,0.0007102361],"category_scores_gemma":[0.00006110426,0.0002605178,0.00007463398,0.00005511128,0.00004429878,0.00006144619,0.00004044406,0.00006302507,0.00001276423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001025697,"about_ca_system_score_gemma":0.00007212356,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.136894,"about_ca_topic_score_gemma":0.03267737,"domain_scores_codex":[0.9989185,0.00005832485,0.0003216776,0.0003454661,0.0001379725,0.0002180236],"domain_scores_gemma":[0.9987319,0.00004567198,0.0004613061,0.0006536204,0.00006684358,0.00004070969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007879399,0.00000502038,0.0001112566,0.0001368172,0.00003886973,0.00000162498,0.00001056028,0.00005044878,0.0003986862,0.02574928,0.9729065,0.0005830892],"study_design_scores_gemma":[0.0004030619,0.00001532661,0.00001332852,0.0004628293,0.00001100283,0.000005667382,0.000008343603,0.005351811,0.002235725,0.0008946334,0.990303,0.0002952013],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001218977,0.0008060129,0.0660309,0.00002732862,0.0006950542,0.0006312865,0.00008114836,0.0006207363,0.9311063],"genre_scores_gemma":[0.001490925,0.0003619515,0.004420599,0.0004139142,0.0003359081,0.0006922517,0.0004300298,0.0005269704,0.9913275],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1042167,"threshold_uncertainty_score":0.9999847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01375028778674976,"score_gpt":0.249262655455893,"score_spread":0.2355123676691432,"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."}}