{"id":"W2058382545","doi":"10.5539/jsd.v2n3p127","title":"Value –Based Maintenance Management Model for University Buildings in Malaysia-A Critical Review","year":2009,"lang":"en","type":"article","venue":"Journal of Sustainable Development","topic":"Facilities and Workplace Management","field":"Psychology","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustenance; Business; Process (computing); Facility management; Process management; Computerized maintenance management system; Value (mathematics); Service (business); Risk analysis (engineering); Operations management; Computer science; Preventive maintenance; Marketing; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001469364,0.000168255,0.0003569126,0.0003448778,0.00010272,0.00002470394,0.0003417491,0.00005504211,0.0001025995],"category_scores_gemma":[0.00006914126,0.0001604077,0.0001295761,0.0003290607,0.00003336809,0.0001480878,0.00006183529,0.0001756914,0.000007103667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008997165,"about_ca_system_score_gemma":0.0001699277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004377061,"about_ca_topic_score_gemma":5.974586e-7,"domain_scores_codex":[0.9982593,0.00005846419,0.0005677457,0.0002281663,0.0002734151,0.0006128757],"domain_scores_gemma":[0.9991411,0.00006959515,0.000181164,0.0001831955,0.0003104827,0.0001144721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001138463,0.0008813711,0.000241392,0.003684145,0.0001714043,0.004178662,0.001720355,0.02029345,0.000002249199,0.6980745,0.2480295,0.02158451],"study_design_scores_gemma":[0.004993104,0.0004517103,0.006175043,0.003049317,0.0001947378,0.0000382361,0.02480345,0.008013559,0.00001116226,0.008217672,0.9434842,0.000567786],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06420415,0.008719104,0.7758263,0.09565833,0.0008400895,0.00445532,0.00001104018,0.00008142445,0.0502042],"genre_scores_gemma":[0.6626696,0.001430885,0.1659118,0.01104272,0.00006869769,0.00004253323,0.000007349034,0.00003670787,0.1587897],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6954547,"threshold_uncertainty_score":0.6541235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01800277185603259,"score_gpt":0.2755329426979811,"score_spread":0.2575301708419485,"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."}}