{"id":"W4401198156","doi":"10.1016/j.est.2024.113132","title":"Integrating insulated concrete form (ICF) with solar-driven reverse osmosis desalination for building integrated energy storage in cold climates","year":2024,"lang":"en","type":"article","venue":"Journal of Energy Storage","topic":"Solar-Powered Water Purification Methods","field":"Energy","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Canada First Research Excellence Fund","keywords":"Reverse osmosis; Desalination; Solar desalination; Geothermal desalination; Solar energy; Environmental science; Engineering; Architectural engineering; Civil engineering; Passive solar building design; Electrical engineering; Chemistry; Membrane","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001180753,0.0003021,0.0002282489,0.0002820755,0.0002025421,0.000340609,0.0004311317,0.000328121,0.001252813],"category_scores_gemma":[0.0001975885,0.0001104265,0.0003201023,0.0002846978,0.000199672,0.0004866104,0.0002544823,0.0003048768,0.0003571635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003446678,"about_ca_system_score_gemma":0.0003839826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00203843,"about_ca_topic_score_gemma":0.007211809,"domain_scores_codex":[0.9998685,0.000007072721,0.000007812573,0.0000277753,0.00006305134,0.00002574237],"domain_scores_gemma":[0.9999076,0.00000758756,0.00001727648,0.00001432366,0.0000416301,0.00001156407],"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":[0.0002144469,0.00009422789,0.001963379,0.0001629712,0.00001542023,0.0001775787,0.00007394043,0.007610578,0.9460627,0.001044333,0.0004817098,0.04209877],"study_design_scores_gemma":[0.00002055223,0.0003150492,0.003358934,0.00001910774,0.00003450274,0.0001581011,0.00007767753,0.02155893,0.9663035,0.0001564603,0.007973059,0.00002417056],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.965386,0.0005740312,0.02714135,0.00008213041,0.0001435973,0.00005710745,0.0002797649,0.0005411929,0.005794824],"genre_scores_gemma":[0.9894287,0.0001218891,0.008458673,0.00001431217,0.000004744833,0.00001028878,0.00007178776,0.00002340994,0.001866332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00203843,"threshold_uncertainty_score":0.004191041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02212072559184478,"score_gpt":0.286000217650562,"score_spread":0.2638794920587172,"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."}}