{"id":"W4307269034","doi":"10.3390/pr10112164","title":"Hybrid Diesel/PV Multi-Megawatt Plant Seasonal Behavioral Model to Analyze Microgrid Effectiveness: Case Study of a Mining Site Electrification","year":2022,"lang":"en","type":"article","venue":"Processes","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nelson Mandela African Institution of Science and Technology; IAMGOLD; National Institute of Advanced Industrial Science and Technology","keywords":"Microgrid; Photovoltaic system; Renewable energy; Electrification; Diesel generator; Fossil fuel; Automotive engineering; Grid; Electricity; Diesel fuel; Distributed generation; Hybrid power; Computer science; Environmental science; Engineering; Power (physics); Electrical engineering; Waste management","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005926258,0.000319725,0.0005274399,0.0003360214,0.0004209037,0.00005733681,0.0003604287,0.00003550659,0.00002712099],"category_scores_gemma":[0.0001429297,0.0003264166,0.00008154084,0.0009365313,0.00002983314,0.0001803881,0.000157637,0.0001861599,0.000005854741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000266409,"about_ca_system_score_gemma":0.0003693567,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01428638,"about_ca_topic_score_gemma":0.007955958,"domain_scores_codex":[0.9973249,0.0003995395,0.0005486402,0.0007005258,0.0005682785,0.0004581257],"domain_scores_gemma":[0.9985852,0.0002198925,0.0002842795,0.0004254656,0.0003266438,0.0001585312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003802662,0.002950011,0.03025812,0.0006581708,0.0001890435,0.001425041,0.00804112,0.9145883,0.03931069,0.000008154869,0.0001467706,0.002044254],"study_design_scores_gemma":[0.009725841,0.005514537,0.002410392,0.0003919314,0.001143935,0.008840936,0.0453826,0.5159811,0.4020603,0.00003466348,0.005606202,0.002907528],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959069,0.001098112,0.001714275,0.00001141522,0.0001410397,0.0007144349,0.0002202589,0.0001571416,0.00003640374],"genre_scores_gemma":[0.9973183,0.00001314833,0.0006803167,0.00002127133,0.00007090275,0.001473499,0.0001492201,0.00007520189,0.0001981859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3986072,"threshold_uncertainty_score":0.9999188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03635772464232782,"score_gpt":0.295819126162576,"score_spread":0.2594614015202482,"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."}}