{"id":"W4205617338","doi":"10.1002/solr.202100916","title":"Batteries to Keep Solar‐Driven Water Splitting Running at Night: Performance of a Directly Coupled System","year":2022,"lang":"en","type":"article","venue":"Solar RRL","topic":"Advanced battery technologies research","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Battery (electricity); Renewable energy; Environmental science; Software portability; Automotive engineering; Electrical engineering; Computer science; Process engineering; Materials science; Power (physics); Engineering; Physics; Operating system","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":[0.0001693276,0.0003075691,0.0004866328,0.0001617665,0.000264049,0.0006348538,0.0009452015,0.0003751264,0.003493269],"category_scores_gemma":[0.0002555419,0.000174456,0.0002270776,0.0002746832,0.0002099219,0.0006854515,0.0005440025,0.0003210574,0.0007134036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003186578,"about_ca_system_score_gemma":0.0002013994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001279624,"about_ca_topic_score_gemma":0.00187784,"domain_scores_codex":[0.9997782,0.00001608829,0.00001223664,0.00005851659,0.0001021852,0.00003273839],"domain_scores_gemma":[0.9998853,0.00002031157,0.00001123725,0.0000169348,0.00004966548,0.00001651133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009148538,0.000172529,0.001432687,0.0003786768,0.00009085497,0.000181827,0.0001858528,0.002705118,0.9642269,0.0004698714,0.0007961254,0.02844485],"study_design_scores_gemma":[0.00007427129,0.001517177,0.003960411,0.00002392967,0.0001047413,0.00018919,0.0001362552,0.02091096,0.9666872,0.0002000231,0.006169745,0.00002599541],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927245,0.001071849,0.003112423,0.00005460278,0.00006619254,0.00003101542,0.000167377,0.0002503442,0.002521757],"genre_scores_gemma":[0.9945214,0.0004148251,0.001873032,0.00003192159,0.000009557711,0.00001503583,0.00014886,0.00002488407,0.00296044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003493269,"threshold_uncertainty_score":0.01168621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009872836462885644,"score_gpt":0.219437800721647,"score_spread":0.2095649642587613,"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."}}