{"id":"W2068271990","doi":"10.1115/ht2013-17135","title":"Steady-State Performance of a Prototype (200 cfm) Liquid-to-Air Membrane Energy Exchanger (LAMEE) Under Summer and Winter Test Conditions","year":2013,"lang":"en","type":"article","venue":"","topic":"Membrane-based Ion Separation Techniques","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Heat exchanger; Environmental science; Moisture; Air conditioning; Meteorology; Nuclear engineering; Engineering; Mechanical engineering; Physics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000110697,0.0002124348,0.000242966,0.0002382322,0.00004342202,0.00002863641,0.0001214326,0.00007404973,0.002424875],"category_scores_gemma":[0.00001399484,0.0001896441,0.0000390297,0.0002375227,0.00006525022,0.000347921,0.00002980822,0.0000992528,0.0001638105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003700404,"about_ca_system_score_gemma":0.00002204032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001070605,"about_ca_topic_score_gemma":0.00007208675,"domain_scores_codex":[0.9989535,0.00002712864,0.0003674162,0.0002123483,0.0001734663,0.0002661265],"domain_scores_gemma":[0.9992567,0.00008545591,0.00004480765,0.0002992944,0.0001651629,0.0001485729],"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":[0.0001032596,0.0001272552,0.0004493779,0.0005416434,0.0000995931,0.000002618809,0.0006287005,0.006258627,0.9539503,0.0009001864,0.03573165,0.001206748],"study_design_scores_gemma":[0.0003760322,0.000611237,0.001014421,0.00009258728,0.00001261139,0.000007040215,0.00006065382,0.01236573,0.9711771,0.00005628652,0.01389911,0.0003272014],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9706054,0.00006358366,0.01408833,0.0005263267,0.00008797238,0.001124557,0.00003363834,0.0006715506,0.01279862],"genre_scores_gemma":[0.9924951,0.00009733713,0.001233321,0.000813557,0.00003175129,0.0007587277,0.00002559224,0.00004981929,0.004494804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02188968,"threshold_uncertainty_score":0.9984871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01433647285029135,"score_gpt":0.2375477199811919,"score_spread":0.2232112471309005,"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."}}