{"id":"W4417270830","doi":"10.53555/1b8yp156","title":"Advancements in Renewable Energy Storage Solutions: A Focus on Lithium-Ion Batteries","year":2023,"lang":"","type":"article","venue":"Journal of Survey in Fisheries Sciences","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Renewable energy; Energy storage; Sustainability; Battery (electricity); Resource (disambiguation); Energy engineering; Emerging technologies","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.00106238,0.0004472822,0.0004646068,0.001645884,0.0005591034,0.002548731,0.0004507055,0.001153478,0.00590549],"category_scores_gemma":[0.001046002,0.0001623297,0.0003247472,0.003081359,0.0006996948,0.005299204,0.00130879,0.001431965,0.002341468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00114372,"about_ca_system_score_gemma":0.001896971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001224741,"about_ca_topic_score_gemma":0.002465138,"domain_scores_codex":[0.9994426,0.00009422071,0.00004356379,0.00008622324,0.000275335,0.00005794532],"domain_scores_gemma":[0.9992635,0.0002186829,0.00007556327,0.0000335044,0.000346715,0.00006199775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008989949,0.0001170688,0.002594231,0.005264184,0.00002850524,0.0002439305,0.0005066226,0.0009894331,0.007947184,0.1247468,0.02759753,0.8298748],"study_design_scores_gemma":[0.000004136221,0.0001394559,0.002143616,0.002226546,0.00002479736,0.0006021507,0.0009063401,0.000678628,0.003190553,0.02005452,0.9699981,0.00003125921],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01082326,0.8905199,0.007260603,0.02283576,0.001678748,0.0000391607,0.0001873639,0.0001402493,0.06651498],"genre_scores_gemma":[0.05652809,0.9139841,0.005140167,0.002971437,0.001261407,0.00002384235,0.0001474951,0.00003805694,0.01990541],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00590549,"threshold_uncertainty_score":0.01975578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1532949128303061,"score_gpt":0.3085828527166078,"score_spread":0.1552879398863017,"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."}}