{"id":"W2083318501","doi":"10.1115/es2014-6668","title":"Experimental Evaluation of a Water Source CO2 Heat Pump Incorporating Novel Gas-Cooler Configuration","year":2014,"lang":"en","type":"article","venue":"","topic":"Refrigeration and Air Conditioning Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Parteq Innovations (Canada); Queen's University","funders":"","keywords":"Thermosiphon; Coefficient of performance; Forced convection; Evaporator; Environmental science; Air source heat pumps; Volumetric flow rate; Refrigerant; Natural convection; Condenser (optics); Heat pump; Materials science; Thermodynamics; Nuclear engineering; Heat exchanger; Convection; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003236556,0.00009463867,0.0001053865,0.00007734539,0.00005831485,0.00003994675,0.00006364247,0.00006996166,0.0003383969],"category_scores_gemma":[0.00002977132,0.00007374884,0.00002780597,0.00005465252,0.00003693195,0.000180433,0.00001566244,0.00006060273,0.00004313997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000474626,"about_ca_system_score_gemma":0.000007430128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001053836,"about_ca_topic_score_gemma":0.000003846636,"domain_scores_codex":[0.9993099,0.00002205493,0.0002267699,0.0001047834,0.0002333407,0.0001031704],"domain_scores_gemma":[0.9996911,0.00001576068,0.00002238717,0.0001478966,0.000104584,0.00001822092],"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":[0.000001518975,0.00001604423,0.0000293577,0.000007070882,0.000009176666,2.674195e-8,0.0001936878,0.1181399,0.8770447,0.002764976,0.0001642022,0.001629327],"study_design_scores_gemma":[0.0002482387,0.00002062798,0.00004413467,0.000008217126,0.000004793175,0.000001099491,0.0001693097,0.4399027,0.5591179,0.0002523796,0.0001716168,0.00005909182],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8237402,0.00001318777,0.1665267,0.0001173908,0.0001050335,0.0001498049,0.000001032642,0.0004370578,0.008909648],"genre_scores_gemma":[0.9983138,4.135463e-7,0.001416074,0.00003631827,0.00003395664,0.00004573493,0.00005511628,0.00001391232,0.00008463512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3217627,"threshold_uncertainty_score":0.3705209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0224705921399324,"score_gpt":0.2458678467924999,"score_spread":0.2233972546525675,"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."}}