{"id":"W2356468104","doi":"","title":"The problems and countermeasures of central hot water system in one living quarter","year":2004,"lang":"en","type":"article","venue":"Shanxi Architecture","topic":"Soil, Finite Element Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Water heating; Engineering; Environmental science; Geography; Waste management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002901152,0.000197296,0.0001515278,0.0002492197,0.0008432451,0.0006134719,0.0004381398,0.000592723,0.001907327],"category_scores_gemma":[0.0003646479,0.0001132662,0.000162147,0.0001488495,0.0005853209,0.0006469878,0.0006391034,0.0003468559,0.0001677802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004278645,"about_ca_system_score_gemma":0.0005326335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001957376,"about_ca_topic_score_gemma":0.003396583,"domain_scores_codex":[0.9997751,0.00006340325,0.000009029901,0.00003496291,0.00004911591,0.0000683828],"domain_scores_gemma":[0.9998314,0.00003199061,0.00004188254,0.00001835354,0.00004355149,0.00003280126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001399029,0.0003837214,0.2083135,0.0009743206,0.0001657931,0.006045222,0.01017139,0.1020666,0.197401,0.05270161,0.009042509,0.4113353],"study_design_scores_gemma":[0.0001995978,0.002166705,0.2493044,0.0004162809,0.0003119387,0.004224278,0.07238703,0.3102382,0.2034814,0.06768067,0.08937742,0.0002119775],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9613991,0.0004999303,0.02921768,0.0009841297,0.00007647686,0.00003635616,0.00003326358,0.0001919483,0.007561108],"genre_scores_gemma":[0.996388,0.00008766039,0.001905137,0.00002634176,0.000008143405,0.000006482169,0.000009707734,0.000004124594,0.001564464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001957376,"threshold_uncertainty_score":0.006380618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01201361297239284,"score_gpt":0.2035719006797267,"score_spread":0.1915582877073339,"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."}}