{"id":"W4386432426","doi":"10.1007/978-981-19-9822-5_234","title":"A Comprehensive Review on Contaminant Transfer in Membrane Energy Recovery Ventilators","year":2023,"lang":"en","type":"review","venue":"Environmental science and engineering","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Energy recovery ventilation; HVAC; Ventilation (architecture); Indoor air quality; Waste management; Environmental science; Membrane; Energy consumption; Process engineering; Environmental engineering; Air conditioning; Engineering; Chemistry; Mechanical 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":[0.000824778,0.001219596,0.002113065,0.003222496,0.0002690756,0.00122114,0.0008187297,0.001148056,0.004628984],"category_scores_gemma":[0.001227275,0.0003726345,0.001146774,0.003309169,0.0002686951,0.001410529,0.0007547019,0.001197567,0.001559461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005687209,"about_ca_system_score_gemma":0.001920566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001549465,"about_ca_topic_score_gemma":0.003250869,"domain_scores_codex":[0.9996585,0.00006020768,0.00007084826,0.0000597053,0.0001214957,0.00002913008],"domain_scores_gemma":[0.9994966,0.0002608858,0.00008778179,0.00001232585,0.0001195654,0.00002287221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001080576,0.00009028309,0.00009963955,0.09790818,0.0002699131,0.0001307506,0.00004686779,0.000445314,0.003478972,0.001714634,0.0269596,0.8687478],"study_design_scores_gemma":[0.00003588095,0.0002198601,0.0009870816,0.01842233,0.0008017393,0.0005014826,0.00005277207,0.0001290465,0.0013713,0.0009301003,0.9765062,0.00004227434],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008841595,0.9990018,0.0001311785,0.00008943701,0.0001399346,0.000006639821,0.00003810865,0.000005933846,0.0004984714],"genre_scores_gemma":[0.0003411084,0.9988662,0.0001982353,0.0001044061,0.00008442581,0.00000696875,0.00004390915,0.00000156311,0.0003531992],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004628984,"threshold_uncertainty_score":0.01548553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02397509813430476,"score_gpt":0.248923530367766,"score_spread":0.2249484322334613,"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."}}