{"id":"W3140754777","doi":"10.1051/e3sconf/202124611010","title":"Comparison of Heat Recovery Ventilator Frost Control Techniques in the Canadian Arctic: Preheat and Recirculation","year":2021,"lang":"en","type":"article","venue":"E3S Web of Conferences","topic":"Adsorption and Cooling Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Environmental science; Ventilation (architecture); Frost (temperature); Energy recovery ventilation; Heat recovery ventilation; Automotive engineering; Waste management; Meteorology; Engineering; Mechanical engineering; Heat exchanger","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006651547,0.0004196867,0.0003654024,0.0004151778,0.001171997,0.00063164,0.0007771842,0.0003267799,0.0006288532],"category_scores_gemma":[0.0008524139,0.0001827293,0.0003935279,0.0004304851,0.0005353101,0.0003582556,0.0003658579,0.0002580261,0.0001160049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003566409,"about_ca_system_score_gemma":0.003356239,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5173389,"about_ca_topic_score_gemma":0.7033189,"domain_scores_codex":[0.9992799,0.00006601624,0.00003007045,0.0001063837,0.000395475,0.0001221975],"domain_scores_gemma":[0.9995514,0.00005131557,0.00004428913,0.00002675834,0.0002729804,0.00005324111],"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":[0.004785737,0.001515564,0.09551562,0.001306793,0.0002126046,0.0008634598,0.002742105,0.02488188,0.6238066,0.001064937,0.001528502,0.2417762],"study_design_scores_gemma":[0.0003252392,0.007844008,0.6057243,0.0001160151,0.0003630912,0.0005606642,0.005155195,0.03611201,0.3277546,0.0001513869,0.01566545,0.0002280692],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947937,0.0002541009,0.002731486,0.00003801557,0.00001172282,0.00008269148,0.0001061075,0.00005313302,0.001928944],"genre_scores_gemma":[0.9913399,0.0004097883,0.006145538,0.00002783516,0.000004169685,0.0000470922,0.0001846972,0.00002178228,0.001819272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4826611,"threshold_uncertainty_score":0.9710071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02248168153760081,"score_gpt":0.261301815893614,"score_spread":0.2388201343560132,"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."}}