{"id":"W2010721238","doi":"10.5539/emr.v1n1p101","title":"Heat Reclaim from Air Conditioning System with Internally Submerged and Externally Wound Condenser Tubes","year":2012,"lang":"en","type":"article","venue":"Engineering Management Research","topic":"Refrigeration and Air Conditioning Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Condenser (optics); Heat exchanger; Refrigerant; Storage tank; Refrigeration; Electromagnetic coil; Air conditioning; Tube (container); Waste management; Engineering; Fan coil unit; Mechanical engineering; Marine engineering; Environmental science; Petroleum engineering; Electrical engineering; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003689138,0.0006058372,0.0007925063,0.0006259492,0.000508645,0.0004134213,0.000705128,0.0003648152,0.003256533],"category_scores_gemma":[0.0005926148,0.0002251944,0.0004556622,0.0004230586,0.0003737433,0.0006441799,0.0004441722,0.000315525,0.000688488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004625482,"about_ca_system_score_gemma":0.0003958428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000982445,"about_ca_topic_score_gemma":0.00130834,"domain_scores_codex":[0.9995058,0.0000567625,0.00004064796,0.0001192252,0.0001945879,0.00008309593],"domain_scores_gemma":[0.9995087,0.00007377733,0.00007964644,0.00009171831,0.0001907935,0.00005535467],"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":[0.0009517137,0.0001158672,0.003026206,0.0003926533,0.00003626132,0.0001870383,0.0001293123,0.0009391662,0.9748947,0.0001593828,0.0004867551,0.01868103],"study_design_scores_gemma":[0.00007425262,0.00130138,0.009213487,0.00001464398,0.00006519217,0.0002398123,0.00003797343,0.003443377,0.9827294,0.00002819,0.002831452,0.00002088294],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845146,0.0004719332,0.01253462,0.00004729891,0.00006577321,0.0001451132,0.0002436743,0.0005998067,0.001377317],"genre_scores_gemma":[0.9892244,0.0001876257,0.006873394,0.00003543904,0.00002523942,0.00005920615,0.0002879453,0.00006229102,0.003244428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003256533,"threshold_uncertainty_score":0.01089418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01758984169341728,"score_gpt":0.2449053939066663,"score_spread":0.227315552213249,"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."}}