{"id":"W4288032481","doi":"10.1016/j.est.2022.105357","title":"Integration of phase change material in flat plate solar water collector: A state of the art, opportunities, and challenges","year":2022,"lang":"en","type":"article","venue":"Journal of Energy Storage","topic":"Phase Change Materials Research","field":"Engineering","cited_by":44,"is_retracted":false,"has_abstract":false,"ca_institutions":"Algonquin College","funders":"","keywords":"Phase-change material; Renewable energy; Thermal energy storage; Process engineering; Materials science; Nanocomposite; Environmental science; Solar energy; Thermal conductivity; Carbon nanotube; Mechanical engineering; Phase change; Engineering; Composite material; Engineering physics; 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":[0.0002448138,0.0002603877,0.0003651181,0.0002592596,0.0001998124,0.0009942917,0.0008274411,0.0007068595,0.001690881],"category_scores_gemma":[0.0002574601,0.0002350076,0.0003760042,0.0003901387,0.0002449581,0.001306979,0.0003951922,0.0005159061,0.0006549234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000279952,"about_ca_system_score_gemma":0.0003063006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003732953,"about_ca_topic_score_gemma":0.0007995219,"domain_scores_codex":[0.9997754,0.00001692609,0.000007772535,0.0000418208,0.0001233636,0.00003486715],"domain_scores_gemma":[0.9998673,0.0000211403,0.0000183209,0.00001985503,0.00005937614,0.00001394725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002786227,0.0002144151,0.001750722,0.001145038,0.00007677938,0.000378944,0.0001336017,0.002885536,0.8778507,0.005763089,0.0016312,0.1078914],"study_design_scores_gemma":[0.00002446687,0.001145138,0.003469802,0.00008049862,0.00009868853,0.0005543728,0.0002759394,0.01949199,0.9328623,0.001459325,0.04050201,0.00003549668],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.8580669,0.06080802,0.05360419,0.001237315,0.00084613,0.0001368531,0.0003774162,0.0006636488,0.02425953],"genre_scores_gemma":[0.9491641,0.01593707,0.02569552,0.0001397386,0.0001490236,0.00003898044,0.000220635,0.0000609318,0.008594065],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.001690881,"threshold_uncertainty_score":0.0056566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1071969658830697,"score_gpt":0.271334643314299,"score_spread":0.1641376774312293,"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."}}