{"id":"W4414914022","doi":"10.1002/adfm.202519230","title":"All Wood‐Based Evaporator via Cell Wall Regulating for Integrated Water and Energy Generation","year":2025,"lang":"en","type":"article","venue":"Advanced Functional Materials","topic":"Solar-Powered Water Purification Methods","field":"Energy","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick; University of Alberta","funders":"China Scholarship Council; Natural Science Foundation of Jiangsu Province; National Natural Science Foundation of China","keywords":"Renewable energy; Evaporation; Evaporator; Photothermal therapy; Cellulose; Solar energy; Water treatment; Carbon fibers","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":[],"consensus_categories":[],"category_scores_codex":[0.0005051793,0.0002718627,0.00031015,0.0001823573,0.0001977318,0.0001197177,0.0001064686,0.0001857647,0.0004119914],"category_scores_gemma":[0.0001048697,0.0002208931,0.0000583683,0.0001378007,0.00004571,0.0002620977,0.0000373082,0.00005842058,0.00001381707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001129502,"about_ca_system_score_gemma":0.00005730696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001620145,"about_ca_topic_score_gemma":0.00003042916,"domain_scores_codex":[0.9981494,0.0002495731,0.0005767585,0.0005371529,0.0001618394,0.0003252706],"domain_scores_gemma":[0.9989565,0.000178973,0.0001500345,0.0003209773,0.0003224863,0.0000710006],"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":[0.0003937726,0.00004320196,0.00001755565,0.00005195836,0.00004188279,4.671183e-7,0.0000303502,0.006784204,0.9797051,0.007719542,0.0006316695,0.004580318],"study_design_scores_gemma":[0.001279851,0.00005455247,0.0001232481,0.00001936609,0.00004277378,0.000001465835,0.00001388739,0.004661595,0.885421,0.007684568,0.1004696,0.0002281212],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4861166,0.0001440262,0.5081835,0.001097746,0.002896422,0.0004033836,0.00009214468,0.0002974063,0.0007688394],"genre_scores_gemma":[0.9067435,0.000008273504,0.08291613,0.001984002,0.0003289593,0.0006061642,0.003322541,0.000057825,0.004032626],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4252673,"threshold_uncertainty_score":0.900776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02553589744478776,"score_gpt":0.2743097681288299,"score_spread":0.2487738706840421,"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."}}