{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004337826,0.0004388629,0.0005282642,0.00002773137,0.0003144545,0.00004977889,0.0007493512,0.0002948238,0.0002847422],"category_scores_gemma":[0.00005865761,0.0002631781,0.000199208,0.0001184796,0.000831563,0.0001525736,0.0001877318,0.000718735,0.00001975396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002270402,"about_ca_system_score_gemma":0.00003091457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001818865,"about_ca_topic_score_gemma":0.003321418,"domain_scores_codex":[0.9977744,0.0001101176,0.0005499857,0.0005855636,0.0004318349,0.0005481332],"domain_scores_gemma":[0.9986845,0.0003589331,0.000395532,0.0004305163,0.00005380874,0.0000767332],"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":[0.0003579986,0.00003646203,0.02918398,0.0001289997,0.0001886048,0.00003136734,0.001474996,0.00002424699,0.000001276807,0.8180808,0.0004663776,0.1500249],"study_design_scores_gemma":[0.001218039,0.0003211301,0.01633873,0.0003872623,0.0001189845,0.00005918549,0.007480459,0.00001056608,5.154658e-7,0.08432371,0.8891405,0.0006008948],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01450745,0.2672688,0.000003569082,0.00222542,0.001937314,0.0005837798,0.000276543,0.00005833961,0.7131388],"genre_scores_gemma":[0.9062237,0.06180963,0.00002426319,0.0006225914,0.0005603094,0.00007326082,0.00005670153,0.00003987103,0.03058971],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8917162,"threshold_uncertainty_score":0.9999821,"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."}}