{"id":"W3112135083","doi":"10.33225/pmc/20.15.76","title":"MANAGEMENT IN A TIME OF RADICAL UNCERTAINTY","year":2020,"lang":"en","type":"article","venue":"Problems of Management in the 21st Century","topic":"Health and Conflict Studies","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Toll; Quarter (Canadian coin); Coronavirus disease 2019 (COVID-19); Development economics; World trade; Healthcare system; International trade; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Middle East; Political science; Business; Geography; Economic growth; Disease; Economics; Health care; Medicine; Infectious disease (medical specialty)","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":[0.04718456,0.00110847,0.001978718,0.001945899,0.02426665,0.02868499,0.003990421,0.01573622,0.01205801],"category_scores_gemma":[0.04803585,0.0007327384,0.0008959157,0.001897266,0.04467719,0.02690205,0.02025603,0.03480715,0.003758642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01658359,"about_ca_system_score_gemma":0.03163546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005460276,"about_ca_topic_score_gemma":0.006745459,"domain_scores_codex":[0.9652024,0.01698147,0.001359536,0.003687509,0.007080324,0.005688712],"domain_scores_gemma":[0.950635,0.01214364,0.00297579,0.002419912,0.008765701,0.02305997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001323208,0.0003784413,0.001616804,0.0003893683,0.0001023472,0.001601348,0.04561576,0.001190304,0.000556915,0.4887636,0.3999897,0.05966307],"study_design_scores_gemma":[0.00003135416,0.0001207265,0.0004431451,0.0008756785,0.00001194559,0.0003904123,0.04385428,0.0005411527,0.0001074657,0.4061593,0.5473968,0.00006780752],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003583158,0.008145649,0.005009311,0.9544151,0.007439243,0.00003289844,0.00003109475,0.00005116581,0.02129236],"genre_scores_gemma":[0.3350574,0.02508727,0.01696086,0.5574366,0.02628913,0.0003668052,0.0001358691,0.0003071376,0.03835893],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04718456,"threshold_uncertainty_score":0.2495388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05278793583327532,"score_gpt":0.348297891174676,"score_spread":0.2955099553414007,"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."}}