{"id":"W7009347947","doi":"","title":"Development of an Integrated Data-Driven Budget Allocation Approach for Maintenance Management in Healthcare Facilities","year":2022,"lang":"en","type":"dissertation","venue":"Spectrum Research Repository (Concordia University)","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Health care; Prosperity; Fixed asset; Facility management; Budget constraint; Quality (philosophy); Asset management; Asset (computer security); Investment (military); Scheduling (production processes)","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":[0.00272384,0.0008543928,0.001375269,0.00154188,0.0006009939,0.002556756,0.001952149,0.001303314,0.004486727],"category_scores_gemma":[0.004182424,0.001070264,0.001303714,0.001559538,0.0003402277,0.001488301,0.001577259,0.001446051,0.0004657759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001958441,"about_ca_system_score_gemma":0.003909422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01895555,"about_ca_topic_score_gemma":0.02382293,"domain_scores_codex":[0.9990175,0.0002906936,0.0000815637,0.0002004634,0.0002443922,0.0001653955],"domain_scores_gemma":[0.998589,0.0006922117,0.0001563503,0.00006149933,0.000381132,0.0001198615],"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":[0.00003744836,0.00009029535,0.001172267,0.00007990484,0.00006008557,0.00008299777,0.00008819046,0.9489661,0.000618474,0.006590488,0.0008302457,0.04138346],"study_design_scores_gemma":[0.00000734148,0.00001347224,0.0001295145,0.000009584561,0.00001143394,0.000008538061,0.00003602173,0.9972249,0.0001504784,0.001842132,0.0005619206,0.000004649116],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01580742,0.0001655806,0.9797221,0.0002866952,0.00003588556,0.000230556,0.000264114,0.0003192186,0.003168489],"genre_scores_gemma":[0.3651171,0.0003162032,0.6305631,0.00011931,0.00005059743,0.0007090588,0.0006176346,0.0001041224,0.002402795],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01895555,"threshold_uncertainty_score":0.03769046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1487107274358091,"score_gpt":0.4255211690736731,"score_spread":0.2768104416378641,"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."}}