{"id":"W2369018680","doi":"","title":"Taking Huatai residential quarter in Handan as example to discuss energy-efficiency design of residential buildings","year":2007,"lang":"en","type":"article","venue":"Shanxi Architecture","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Energy consumption; Architectural engineering; Compatibility (geochemistry); Efficient energy use; Engineering; Environmental science; Civil engineering; Geography","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":[0.00007318927,0.0003862644,0.0001935882,0.0005350916,0.00106318,0.0005884435,0.000256342,0.0003660111,0.007884249],"category_scores_gemma":[0.00005273981,0.0001586619,0.0001923412,0.0008700142,0.0003494446,0.0003306851,0.0004955225,0.0003652991,0.001083679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001060588,"about_ca_system_score_gemma":0.0004923752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01258494,"about_ca_topic_score_gemma":0.04707883,"domain_scores_codex":[0.9999478,0.00001435692,0.00000269587,0.000006440474,0.00001633452,0.00001237186],"domain_scores_gemma":[0.999983,0.000003064739,0.000002675146,0.000001463599,0.000006532713,0.000003397907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001982849,0.0002868063,0.01553843,0.000853941,0.00002011232,0.00950028,0.007570338,0.04336572,0.03423109,0.468816,0.06259982,0.3570192],"study_design_scores_gemma":[0.00001022967,0.0002401477,0.03195936,0.0001576628,0.00001893036,0.002875683,0.005174031,0.02092768,0.006492293,0.02603026,0.9060519,0.00006196563],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1620448,0.008085934,0.08434567,0.003015761,0.001099432,0.0002591815,0.0003127746,0.000363441,0.7404731],"genre_scores_gemma":[0.6078117,0.006971237,0.07405651,0.0009472088,0.0001714075,0.0001957758,0.0003573602,0.0000976269,0.3093911],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01258494,"threshold_uncertainty_score":0.02637541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009214995333350733,"score_gpt":0.2294161982551958,"score_spread":0.220201202921845,"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."}}