{"id":"W4386527527","doi":"10.1615/978-1-56700-525-7.76","title":"Chapter 1. Renewable Energy Storage: Too Many Options, Not Enough Time?","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Extraction and Separation Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Renewable energy; Computer science; Engineering; Electrical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004947716,0.0007916786,0.0005227622,0.000676902,0.001158616,0.004311831,0.001194278,0.002818242,0.04241802],"category_scores_gemma":[0.0009220976,0.000312067,0.0003002423,0.001544807,0.001463034,0.004790111,0.001714227,0.002820444,0.009084256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001591962,"about_ca_system_score_gemma":0.001400776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001230644,"about_ca_topic_score_gemma":0.002188618,"domain_scores_codex":[0.9995882,0.00008750648,0.00001870992,0.00008151182,0.0001829052,0.0000411785],"domain_scores_gemma":[0.9996834,0.0001668716,0.00002665215,0.00001883303,0.00006964857,0.00003469052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006233439,0.00007251972,0.0003910046,0.003413318,0.00001466315,0.0001980688,0.0008273001,0.001448238,0.001309834,0.3305416,0.3269271,0.3347941],"study_design_scores_gemma":[0.00000266195,0.00002600749,0.0001974891,0.002219545,0.000007111598,0.0002081721,0.0003752355,0.0003193218,0.000255851,0.05413387,0.9422385,0.0000161955],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.00166433,0.7110571,0.004447899,0.02493128,0.009778088,0.00007922669,0.0003276207,0.0001835052,0.2475309],"genre_scores_gemma":[0.04698771,0.7347654,0.005109788,0.01081451,0.0173239,0.0001569442,0.0006985923,0.0002216365,0.1839214],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04241802,"threshold_uncertainty_score":0.1419024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01571757966490651,"score_gpt":0.211975451598842,"score_spread":0.1962578719339355,"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."}}