{"id":"W2131093447","doi":"10.1061/41138(386)145","title":"Integrated Decision-Support Framework for Municipal Infrastructure Asset","year":2010,"lang":"en","type":"article","venue":"","topic":"BIM and Construction Integration","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; Aecom (Canada)","funders":"","keywords":"Algorism; Decision support system; Asset (computer security); Asset management; Computer science; Process (computing); Business; Data mining; Computer security","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003077325,0.0009579089,0.000754562,0.001593577,0.001153453,0.003770501,0.00230791,0.001375127,0.006415649],"category_scores_gemma":[0.003913794,0.0004571115,0.001191483,0.001645432,0.0007837307,0.001634632,0.001507914,0.001164362,0.0007153725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00422676,"about_ca_system_score_gemma":0.007622592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04238889,"about_ca_topic_score_gemma":0.05126679,"domain_scores_codex":[0.9984784,0.0006202972,0.0001344025,0.0001556974,0.000443883,0.0001674514],"domain_scores_gemma":[0.9988602,0.0005703011,0.00008809312,0.00006961884,0.000321136,0.00009061056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000465156,0.0001008208,0.0005441221,0.0001262396,0.00005378729,0.0002116438,0.0002567529,0.8446587,0.0006551978,0.1093978,0.002061228,0.0418871],"study_design_scores_gemma":[0.00003182136,0.0000301575,0.0001043471,0.00004848011,0.00002765408,0.00003196429,0.0001601089,0.9591022,0.0005121178,0.03139576,0.008540874,0.00001438791],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01179805,0.0001597954,0.9714683,0.0008462607,0.00003645153,0.0004089029,0.0006895149,0.0009948107,0.01359795],"genre_scores_gemma":[0.2635345,0.000271702,0.7303103,0.0001073522,0.00002224527,0.0008952134,0.001084866,0.00006542508,0.003708452],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04238889,"threshold_uncertainty_score":0.08428431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007582721223570563,"score_gpt":0.2472784274498482,"score_spread":0.2396957062262776,"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."}}