{"id":"W4205371229","doi":"10.3390/en15010369","title":"Improving Energy Efficiency by Utilizing Wetted Cellulose Pads in Passive Cooling Systems","year":2022,"lang":"en","type":"article","venue":"Energies","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Airflow; Cellulose; Materials science; Humidity; Environmental science; Air velocity; Porosity; Composite material; Meteorology; Mechanics; Mechanical engineering; Chemical engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001135431,0.0001534485,0.0001622653,0.0001693769,0.0001493559,0.00005126014,0.000188771,0.00005700317,0.0000347846],"category_scores_gemma":[0.000009501415,0.0001736993,0.00003637491,0.0004286189,0.00001658615,0.0001207504,0.00009263336,0.0001811014,5.296902e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001664773,"about_ca_system_score_gemma":0.00001977029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007280432,"about_ca_topic_score_gemma":0.00002111286,"domain_scores_codex":[0.9990185,0.00005308366,0.0002474033,0.0001981189,0.0001895823,0.0002933196],"domain_scores_gemma":[0.9996827,0.00005127791,0.00005060207,0.0001656801,0.00001448907,0.00003530794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000006168479,0.0000180831,0.00005319457,0.00002142519,0.000009818583,0.00001027961,0.0001617937,0.9797257,0.01298096,0.004350886,0.00113837,0.001523385],"study_design_scores_gemma":[0.0002276655,0.00002142225,0.00001286795,0.00001726978,0.000006013309,0.000005785182,0.00057123,0.976655,0.01316341,0.0000185515,0.009070411,0.000230339],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9609983,0.005892585,0.02836573,0.00002156798,0.001666128,0.00008022651,0.00001499112,0.0007294097,0.002231083],"genre_scores_gemma":[0.9989076,0.00008000934,0.0002051901,0.00003460211,0.00005478251,0.0001000933,0.00005977703,0.00004199656,0.0005159621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03790931,"threshold_uncertainty_score":0.708325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004282358761138748,"score_gpt":0.16858508716223,"score_spread":0.1643027284010912,"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."}}