{"id":"W4402131202","doi":"10.3390/buildings14092738","title":"A Hybrid Decision Support System for Partition Walls","year":2024,"lang":"en","type":"article","venue":"Buildings","topic":"BIM and Construction Integration","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Partition (number theory); Decision support system; Computer science; Systems engineering; Materials science; Engineering; Artificial intelligence; Mathematics; Combinatorics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008256558,0.00006957556,0.00006622275,0.0000730438,0.00003439686,0.00009051315,0.00003986785,0.00003679113,0.00006203813],"category_scores_gemma":[0.00000758752,0.00006434664,0.00005890958,0.00006453952,0.000007369863,0.0001444043,0.000004367704,0.00004928891,0.0001168899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008897338,"about_ca_system_score_gemma":0.00001197613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002702231,"about_ca_topic_score_gemma":0.000001094152,"domain_scores_codex":[0.9995676,0.000002213542,0.0001387607,0.0001113815,0.00007427861,0.0001058032],"domain_scores_gemma":[0.9998326,0.00003343642,0.000007571087,0.00006733738,0.00002791893,0.00003110304],"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":[0.00001688678,0.000004894234,0.00003211085,0.0005068568,0.00004424402,0.000008348966,0.0001407209,0.0008346596,0.0379713,0.218653,0.08275579,0.6590312],"study_design_scores_gemma":[0.0001941958,0.00004304382,0.000037847,0.000356165,0.00003724184,0.0001769378,0.0001064461,0.1607688,0.1119428,0.007555805,0.7185856,0.0001950644],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2683057,0.0006102382,0.7210581,0.00007509077,0.003424357,0.0002638314,0.00004689644,0.001604593,0.004611084],"genre_scores_gemma":[0.9953211,0.00001619599,0.004189929,0.00001087755,0.0002034468,0.0000817535,0.00001711105,0.0000202276,0.000139391],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7270153,"threshold_uncertainty_score":0.262398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00806408844176938,"score_gpt":0.2227480292048036,"score_spread":0.2146839407630342,"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."}}