{"id":"W2120078372","doi":"","title":"A Review of Quantitative Approaches to Intelligent Building Assessment","year":2006,"lang":"en","type":"review","venue":"OakTrust (Texas A&M University Libraries)","topic":"BIM and Construction Integration","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Christian ministry; Architecture; Strengths and weaknesses; China; Engineering; Process (computing); Architectural engineering; Engineering management; Construction engineering; Computer science; Geography; Political science","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":[0.007166038,0.00161849,0.002021683,0.01447355,0.0008614607,0.003644135,0.002325013,0.001441057,0.007992183],"category_scores_gemma":[0.01773398,0.0008100611,0.00100387,0.01758728,0.00217355,0.004627934,0.001491627,0.001438674,0.0023567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003045896,"about_ca_system_score_gemma":0.003472872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004256612,"about_ca_topic_score_gemma":0.005721926,"domain_scores_codex":[0.9926612,0.002904747,0.0006699155,0.000464723,0.003190248,0.0001090479],"domain_scores_gemma":[0.9872569,0.009138511,0.0005278683,0.0004284809,0.002577788,0.00007051085],"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":[0.00003256019,0.00007240438,0.0005965574,0.01801156,0.00009606212,0.00008878762,0.0004431192,0.002276185,0.000405235,0.05839119,0.01624471,0.9033416],"study_design_scores_gemma":[0.000019378,0.0001502213,0.003781157,0.01763453,0.0001829366,0.0008334924,0.001216534,0.002820017,0.001154863,0.06789045,0.904202,0.0001144236],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001095992,0.8818623,0.06822355,0.002124817,0.0009210136,0.0002097928,0.0003341766,0.00012008,0.04510828],"genre_scores_gemma":[0.01790606,0.92299,0.05157185,0.0007898173,0.0006819958,0.0004925622,0.0003143651,0.00006050552,0.005192893],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01447355,"threshold_uncertainty_score":0.03789812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1045810824260255,"score_gpt":0.2744937573972693,"score_spread":0.1699126749712437,"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."}}