{"id":"W4396675505","doi":"10.1016/j.jclepro.2024.142416","title":"Novel cellulose-based films with highly efficient photothermal performance for sustainable solar evaporation and solar-thermal power generation","year":2024,"lang":"en","type":"article","venue":"Journal of Cleaner Production","topic":"Solar-Powered Water Purification Methods","field":"Energy","cited_by":46,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"National Key Research and Development Program of China; National Natural Science Foundation of China; Canada Research Chairs; Government of Canada","keywords":"Materials science; Solar energy; Energy conversion efficiency; Concentrated solar power; Thermal energy; Photovoltaic thermal hybrid solar collector; Process engineering; Nanotechnology; Optoelectronics; Electrical engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001906026,0.0002146445,0.0002290736,0.0003414963,0.0002040745,0.0002644395,0.0001103342,0.0001218903,0.00006550807],"category_scores_gemma":[0.0001235504,0.000165809,0.00008549663,0.0002726981,0.00007216099,0.0008253026,0.00001255081,0.0002791703,0.000005483645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001603695,"about_ca_system_score_gemma":0.0002205187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002295702,"about_ca_topic_score_gemma":0.000003662349,"domain_scores_codex":[0.9982452,0.0001244971,0.0005505695,0.0003626324,0.000422801,0.0002943221],"domain_scores_gemma":[0.9984646,0.00005086985,0.0003539777,0.0002397706,0.0008034139,0.0000873411],"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":[0.000712852,0.0001618338,0.000109498,0.0002104286,0.00007851898,0.000009769414,0.00103804,0.3685608,0.621038,0.0006927783,0.0008203118,0.006567127],"study_design_scores_gemma":[0.001077109,0.0008322564,0.0009451791,0.00008638904,0.0001247153,0.0001963253,0.0003757427,0.1707184,0.7950505,0.00003491055,0.03029331,0.0002651729],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8768964,0.0003086178,0.1204408,0.0007663303,0.0008823297,0.0004475529,0.00000251246,0.0000603968,0.0001949704],"genre_scores_gemma":[0.967252,0.00001088426,0.02950396,0.00006559351,0.0009514043,0.00003271731,0.00002410304,0.00006801259,0.002091294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1978424,"threshold_uncertainty_score":0.6761497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01838815593681267,"score_gpt":0.2502219604602126,"score_spread":0.2318338045233999,"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."}}