{"id":"W7132911901","doi":"","title":"Disruption Management in the (Post-)Pandemic World","year":2025,"lang":"","type":"dissertation","venue":"TSpace","topic":"Supply Chain Resilience and Risk Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Surge Capacity; Contact tracing; Supply chain; Health care; Pandemic; Healthcare system; Identification (biology); Hierarchy; Transient (computer programming)","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":[0.001522531,0.0004544002,0.0003308544,0.0003886316,0.0007512927,0.002328068,0.001021468,0.001351273,0.002997165],"category_scores_gemma":[0.005233802,0.0002519993,0.0004879178,0.0004807592,0.00156561,0.001987999,0.001670734,0.001135851,0.0003390235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002561029,"about_ca_system_score_gemma":0.001572434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007128343,"about_ca_topic_score_gemma":0.003363597,"domain_scores_codex":[0.9990733,0.0003126017,0.0000357742,0.0001576051,0.0001468205,0.000273953],"domain_scores_gemma":[0.9975564,0.00123543,0.0005560342,0.000110168,0.0002892195,0.0002526188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002606282,0.0001695533,0.01737267,0.0003240077,0.000121855,0.0009178654,0.002676229,0.6057613,0.003128111,0.3043965,0.01103186,0.05383934],"study_design_scores_gemma":[0.0000396807,0.0004660529,0.02130139,0.0002436037,0.0000803026,0.0004623374,0.009957441,0.6424007,0.001582814,0.2925109,0.03083343,0.0001213183],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5473347,0.003647565,0.3712451,0.01959398,0.0005827472,0.000250556,0.0008848633,0.0003211126,0.0561394],"genre_scores_gemma":[0.9905809,0.001045511,0.004975078,0.0002635474,0.00007329679,0.00004694762,0.00007803399,0.00002388258,0.002912837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007128343,"threshold_uncertainty_score":0.01858169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02033361517867665,"score_gpt":0.3222407763010497,"score_spread":0.3019071611223731,"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."}}