{"id":"W2886470930","doi":"10.29007/2km4","title":"Investigation and feasibility study of ground source heat pump for office buildings in China","year":2018,"lang":"en","type":"paratext","venue":"EasyChair preprint","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canada Excellence Research Chairs, Government of Canada","keywords":"Heat pump; Adaptability; China; Civil engineering; Field survey; Environmental science; Architectural engineering; Engineering; Mechanical engineering; Geography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006459989,0.0003141491,0.0005535916,0.0001398571,0.0001080376,0.00004300779,0.0002998416,0.0002733737,0.0001991283],"category_scores_gemma":[0.00009335885,0.0003085732,0.00008079942,0.0002394693,0.0001286533,0.00007134886,0.0001925755,0.0002105259,0.0001042222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001095383,"about_ca_system_score_gemma":0.0000756538,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07401278,"about_ca_topic_score_gemma":0.006179139,"domain_scores_codex":[0.9977915,0.0001663098,0.0007084876,0.0008744842,0.0002050562,0.0002541858],"domain_scores_gemma":[0.9984525,0.00009504066,0.0003165098,0.0008699773,0.0001598081,0.0001061961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0003507064,0.001535325,0.01089359,0.001138612,0.0002398186,5.9486e-7,0.01576399,0.9543015,0.005810507,0.005815552,0.001826062,0.002323687],"study_design_scores_gemma":[0.009681924,0.00233292,0.6745008,0.001559856,0.0001003557,0.00002561288,0.005565578,0.04060789,0.006494639,0.005955599,0.2505395,0.002635324],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826405,0.0001161498,0.006885482,0.00009708876,0.0003016588,0.002303272,0.00002705025,0.00004171407,0.007587078],"genre_scores_gemma":[0.9851729,0.00001043013,0.0001971086,0.00002895489,0.0002577464,0.0008480875,0.00006558898,0.00005480058,0.01336436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9136937,"threshold_uncertainty_score":0.9999366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0344477420585913,"score_gpt":0.2845381286866754,"score_spread":0.2500903866280841,"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."}}