{"id":"W4389793122","doi":"10.4028/b-8nfqkf","title":"Green and Advanced Building Materials and Structural Engineering","year":2023,"lang":"en","type":"book","venue":"Trans Tech Publications Ltd. eBooks","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Architectural engineering; Engineering; Construction 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001326877,0.0007160317,0.0005254661,0.001026141,0.0006176906,0.001911173,0.0004547934,0.0008639263,0.08754712],"category_scores_gemma":[0.0003137606,0.0003246546,0.0003961214,0.001375418,0.0006241392,0.00147879,0.0009300142,0.001342687,0.03738142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005305121,"about_ca_system_score_gemma":0.0005052318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006554814,"about_ca_topic_score_gemma":0.002900632,"domain_scores_codex":[0.9998305,0.00001418881,0.000003931629,0.00002036418,0.0001194212,0.00001153551],"domain_scores_gemma":[0.999899,0.00003258777,0.000005943101,0.00001614554,0.00003079942,0.00001556586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001868279,0.00003553119,0.000078736,0.0004364899,0.000009111783,0.00006553267,0.00008209486,0.001472672,0.002758355,0.09634857,0.6229839,0.2757103],"study_design_scores_gemma":[0.00000154317,0.000008051899,0.0001403068,0.00007908042,0.000001665968,0.00008108858,0.0000249027,0.0004261647,0.0003504417,0.02696896,0.9719141,0.00000372362],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001706617,0.08182946,0.01565005,0.003684241,0.01205576,0.0000449371,0.0004643127,0.0006793111,0.8838854],"genre_scores_gemma":[0.005869526,0.02451312,0.005502642,0.0008461017,0.001187728,0.00002386604,0.0002657,0.0002785771,0.9615128],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08754712,"threshold_uncertainty_score":0.2928743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009447195789501261,"score_gpt":0.2160577113293492,"score_spread":0.206610515539848,"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."}}