{"id":"W4205687546","doi":"10.1108/s1535-120320220000014002","title":"The Grand Challenge None of Us Chose: Succeeding (and Failing) Against the Global Pandemic","year":2022,"lang":"en","type":"book-chapter","venue":"Advances in global leadership","topic":"Cultural Differences and Values","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Chose; Pandemic; Coronavirus disease 2019 (COVID-19); Political science; Medicine; Infectious disease (medical specialty); Disease; Internal medicine","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":[0.004956699,0.0005861153,0.0003980916,0.0005879807,0.009531161,0.01210573,0.001180151,0.004040332,0.005729279],"category_scores_gemma":[0.008453322,0.00027841,0.0004489473,0.0006595794,0.01511643,0.009416049,0.006837493,0.008774836,0.001200622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003438638,"about_ca_system_score_gemma":0.007524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003663284,"about_ca_topic_score_gemma":0.009582592,"domain_scores_codex":[0.9953506,0.003027331,0.00007778085,0.0002344537,0.0004469009,0.0008629502],"domain_scores_gemma":[0.9957435,0.0020596,0.0003233169,0.0001978611,0.0005452993,0.001130434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006910157,0.000128629,0.005334305,0.0004588135,0.00003010323,0.001185606,0.396002,0.0003404421,0.0006689999,0.2870589,0.2197403,0.0889829],"study_design_scores_gemma":[0.00001006123,0.0001011481,0.00344355,0.001723325,0.00001886841,0.0006513406,0.5521892,0.0002635757,0.0004804924,0.04481283,0.396254,0.00005156027],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.1671448,0.03095579,0.005289154,0.4876004,0.01388694,0.0001558218,0.0001379628,0.0001696668,0.2946594],"genre_scores_gemma":[0.86689,0.02605869,0.003585312,0.06155051,0.00196815,0.000178178,0.0001133572,0.0001823903,0.03947338],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01210573,"threshold_uncertainty_score":0.02621382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.13673340102578,"score_gpt":0.3644679094912459,"score_spread":0.2277345084654659,"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."}}