{"id":"W4410096463","doi":"10.55092/sc20250009","title":"GIS based solutions for management of public building and infrastructure assets: a review of state of the art and research trend analysis","year":2025,"lang":"en","type":"review","venue":"Smart Construction","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"State (computer science); Business; Computer science; Data science; Engineering management; Process management; 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":[0.002476712,0.001174667,0.001800366,0.007654486,0.0003556713,0.002393754,0.001509081,0.001362023,0.004291483],"category_scores_gemma":[0.004965945,0.0003769669,0.001200006,0.01140282,0.000687062,0.002936311,0.001079076,0.001160916,0.0009584018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001395003,"about_ca_system_score_gemma":0.004581645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005939709,"about_ca_topic_score_gemma":0.009694966,"domain_scores_codex":[0.9989249,0.0002281129,0.0001799795,0.0001392757,0.0004689664,0.00005876852],"domain_scores_gemma":[0.9955429,0.003059277,0.0004266322,0.00008157706,0.0008123195,0.00007721108],"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":[0.00004076099,0.00008272348,0.0006654633,0.06002254,0.0001985217,0.00008517255,0.0001642233,0.000708123,0.0005070613,0.007575599,0.01265229,0.9172974],"study_design_scores_gemma":[0.00001981322,0.0001396762,0.003715413,0.0574599,0.0009293171,0.0006118249,0.0007298866,0.0005844424,0.0006608361,0.005241524,0.9298462,0.00006121917],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002354199,0.9976802,0.0003195134,0.0004549483,0.0001039302,0.00001244423,0.00006973289,0.000008441717,0.001115365],"genre_scores_gemma":[0.001344573,0.9976225,0.0006652827,0.0001060521,0.00006462731,0.000008224406,0.00005386462,0.00000196776,0.0001329222],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007654486,"threshold_uncertainty_score":0.01435643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07978769310853147,"score_gpt":0.4017568120034498,"score_spread":0.3219691188949184,"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."}}