{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008050234,0.0003462934,0.0003005835,0.0002224034,0.0001588295,0.00007589418,0.0001885889,0.0002386289,0.1275416],"category_scores_gemma":[0.000005323077,0.0003815808,0.0001304636,0.0000350122,0.00002279274,0.0002793471,0.00005421077,0.0003240619,0.001336641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001278435,"about_ca_system_score_gemma":0.00003517091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007663634,"about_ca_topic_score_gemma":0.00006676868,"domain_scores_codex":[0.9987845,0.000006572974,0.0003664058,0.0003165393,0.0003241347,0.0002018556],"domain_scores_gemma":[0.9993648,0.00003915652,0.00007589354,0.0003453769,0.0000765979,0.00009819822],"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":[0.00001116085,0.00001264102,9.702065e-8,0.0000527601,0.0001122408,0.00002708992,0.00004801985,0.06187203,0.0006346179,0.6828584,0.2526783,0.001692663],"study_design_scores_gemma":[0.0001086254,0.00002612068,5.973125e-7,0.00001238774,0.00003027827,0.00002672395,0.00000863395,0.00529406,0.0007043838,0.001719723,0.9916286,0.0004398605],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001472578,0.001237648,0.005335003,0.0002753394,0.0005966956,0.00009068236,0.00005539893,0.0007937371,0.991614],"genre_scores_gemma":[0.001088088,0.003016874,0.0005441866,0.0006516716,0.0002279589,0.00003874106,0.0002541167,0.0001268797,0.9940515],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7389503,"threshold_uncertainty_score":0.9998636,"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."}}