{"id":"W6977134551","doi":"10.60692/krdwa-wjy63","title":"Innovation and Management of Smart Transformation Global Energy Sector: Systematic Literature Review","year":2023,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Educational Methods and Outcomes","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scopus; Bibliometrics; Energy management; Sustainable development; Renewable energy; Big data; Scientific literature; Systematic review; Energy security","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007982854,0.0008040839,0.002360188,0.02625329,0.0008543859,0.003222483,0.0009228535,0.001421754,0.002943571],"category_scores_gemma":[0.02497408,0.0005032437,0.002453198,0.02777561,0.001147012,0.003416133,0.001787014,0.0008484849,0.0002787077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003196867,"about_ca_system_score_gemma":0.02596366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006693932,"about_ca_topic_score_gemma":0.01980089,"domain_scores_codex":[0.9952257,0.001546351,0.001462378,0.0003393895,0.001221334,0.0002048949],"domain_scores_gemma":[0.9732807,0.01868369,0.004142138,0.0004275201,0.003037783,0.0004281173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001067141,0.00009595136,0.004868859,0.7361255,0.002025306,0.0005090144,0.00197063,0.0004775525,0.0003555247,0.003480569,0.004462907,0.2455215],"study_design_scores_gemma":[0.00004480629,0.000200121,0.01252418,0.8792298,0.009914353,0.00114174,0.002950151,0.0002861458,0.0003830093,0.00184429,0.09143265,0.00004876533],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003488661,0.9940041,0.0003707107,0.0006074746,0.0001035869,0.0001985244,0.0003139458,0.000007208715,0.0009059277],"genre_scores_gemma":[0.02434101,0.9738266,0.000853989,0.0002611812,0.00008107601,0.0002308216,0.0002538112,0.000003735761,0.0001477541],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02625329,"threshold_uncertainty_score":0.04221785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05555272167409908,"score_gpt":0.3167728997296518,"score_spread":0.2612201780555527,"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."}}