{"id":"W4390140118","doi":"10.47982/jfde.2023.2.a1","title":"Off-site prefabricated hybrid façade systems","year":2023,"lang":"en","type":"article","venue":"Journal of Facade Design and Engineering","topic":"BIM and Construction Integration","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cascades (Canada)","funders":"Horizon 2020 Framework Programme; European Commission","keywords":"Architectural engineering; Popularity; Computer science; 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":[0.0004078236,0.0007548055,0.0003369992,0.0007604528,0.0002814737,0.00073091,0.0008426351,0.0005491564,0.01002238],"category_scores_gemma":[0.0005479,0.0001920051,0.0004193696,0.0004636107,0.000310046,0.0007014531,0.001045618,0.0003182458,0.002060286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002816697,"about_ca_system_score_gemma":0.0003351229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001550549,"about_ca_topic_score_gemma":0.003264274,"domain_scores_codex":[0.9995207,0.00005007905,0.00001840633,0.00005974981,0.0002686144,0.00008256498],"domain_scores_gemma":[0.999653,0.00003931802,0.00004046646,0.0001308103,0.0001074702,0.00002882539],"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":[0.000871877,0.0003539114,0.01242406,0.0005227611,0.00005972838,0.0005563654,0.0008347177,0.044384,0.2909843,0.005540566,0.00252877,0.6409389],"study_design_scores_gemma":[0.0001834195,0.008432155,0.11415,0.0003261417,0.0002811035,0.007191655,0.002601678,0.1731959,0.4015809,0.00501522,0.2867506,0.000291239],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7644089,0.0006192834,0.1917106,0.00008700317,0.0001103276,0.000250804,0.000510378,0.002349542,0.03995316],"genre_scores_gemma":[0.9450267,0.0001676727,0.03501374,0.00003021739,0.000009245467,0.00005702368,0.0003700352,0.00009731966,0.01922805],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01002238,"threshold_uncertainty_score":0.03352815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01505158870880748,"score_gpt":0.196722381007707,"score_spread":0.1816707922988995,"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."}}