{"id":"W4398233401","doi":"10.3390/inventions9030062","title":"Recent Advances and Challenges in Emerging Power Systems","year":2024,"lang":"en","type":"article","venue":"Inventions","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Data science; Risk analysis (engineering); Medicine","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":[0.0002589082,0.000111127,0.0001509979,0.0002367049,0.00005436504,0.00007645461,0.00007720456,0.00005254292,0.0001009381],"category_scores_gemma":[0.00003185535,0.0001033397,0.00004148029,0.0002771408,0.00003121398,0.0002151007,0.00003592404,0.00009351312,0.00007907334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007303287,"about_ca_system_score_gemma":0.00002745889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005447735,"about_ca_topic_score_gemma":0.003557239,"domain_scores_codex":[0.9989951,0.0001031064,0.0002708435,0.0002818818,0.0001373608,0.0002117622],"domain_scores_gemma":[0.9996471,0.00005384698,0.00002814444,0.0001844787,0.00002391877,0.00006249696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006277012,0.0001089844,0.0006433004,0.001220701,0.0001553632,0.0002560767,0.001721063,0.07457913,0.0004806301,0.6832119,0.001690347,0.2359262],"study_design_scores_gemma":[0.0000979625,0.00001494803,0.0001396537,0.0005113499,0.000007482328,0.00003872524,0.001204694,0.003778314,0.00004638022,0.001423027,0.992616,0.0001214528],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01804146,0.8615721,0.0001202935,0.001920279,0.00316425,0.0001219016,0.000005838271,0.0002642083,0.1147896],"genre_scores_gemma":[0.8522525,0.1444454,0.00003651603,0.0000111728,0.0001142938,0.0001045975,0.000007599893,0.00003006478,0.00299776],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9909257,"threshold_uncertainty_score":0.4214072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05342690086914496,"score_gpt":0.2818920171045496,"score_spread":0.2284651162354047,"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."}}