{"id":"W2088419022","doi":"10.1016/j.enbuild.2013.07.017","title":"Small-scale single-panel liquid-to-air membrane energy exchanger (LAMEE) test facility development, commissioning and evaluating the steady-state performance","year":2013,"lang":"en","type":"article","venue":"Energy and Buildings","topic":"Adsorption and Cooling Systems","field":"Engineering","cited_by":56,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Inlet; Heat exchanger; Scale (ratio); Steady state (chemistry); Materials science; Nuclear engineering; Mechanics; Environmental science; Engineering; Simulation; Environmental engineering; Mechanical engineering; Chemistry; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001062337,0.0004784514,0.0005299786,0.0004467608,0.0008934899,0.000449047,0.001026266,0.0007634152,0.00397715],"category_scores_gemma":[0.001042845,0.00025545,0.0004342447,0.0003113838,0.0004073723,0.0008635725,0.0004036279,0.0005963268,0.0009440181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008038032,"about_ca_system_score_gemma":0.0009039914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003008911,"about_ca_topic_score_gemma":0.004688057,"domain_scores_codex":[0.9995463,0.00009265694,0.00002099405,0.00007471213,0.0001798421,0.00008545845],"domain_scores_gemma":[0.9992449,0.0001909854,0.00005056431,0.0001048177,0.0003290651,0.00007980528],"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":[0.002616898,0.00188427,0.01242125,0.0002672238,0.00005341816,0.0001652735,0.000163338,0.02125826,0.9257858,0.000476502,0.002113049,0.03279473],"study_design_scores_gemma":[0.0001947672,0.004456521,0.01483396,0.000005643488,0.00003016937,0.00009324308,0.00009196213,0.03326411,0.9446439,0.00009134886,0.002258205,0.00003612513],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809389,0.00004129498,0.01571335,0.00007244814,0.00001284194,0.0002264038,0.0009799495,0.0008053118,0.001209334],"genre_scores_gemma":[0.9842903,0.00004310376,0.0116957,0.00002923853,0.000005989682,0.0002285352,0.0009375418,0.00007585215,0.002693716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00397715,"threshold_uncertainty_score":0.01330489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03437271822247684,"score_gpt":0.2165741270467294,"score_spread":0.1822014088242526,"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."}}