{"id":"W4229446969","doi":"10.1177/00076503221087701","title":"Standing on the Shoulders of Giants: Leveraging Management Research on Grand Challenges","year":2022,"lang":"en","type":"article","venue":"Business & Society","topic":"Supply Chain Resilience and Risk Management","field":"Business, Management and Accounting","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Prince Edward Island","funders":"","keywords":"Grand Challenges; Status quo; Sensemaking; Corporate governance; Sociology; Construct (python library); Public relations; Political science; Engineering ethics; Knowledge management; Business; Computer science; Engineering","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":[0.0273867,0.001335224,0.001072167,0.006777607,0.01296516,0.03289191,0.003452814,0.006065405,0.008841386],"category_scores_gemma":[0.05872324,0.0009174017,0.001127371,0.004995835,0.03798784,0.0484892,0.02740514,0.006387543,0.001417139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006913306,"about_ca_system_score_gemma":0.01245451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003719697,"about_ca_topic_score_gemma":0.007356463,"domain_scores_codex":[0.9806015,0.01238702,0.0004951373,0.002211102,0.002461215,0.001843851],"domain_scores_gemma":[0.9380013,0.04356544,0.005171224,0.006611367,0.002949098,0.003701577],"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":[0.00005744769,0.000136279,0.01180553,0.0005746334,0.00009992156,0.001140361,0.274054,0.003517361,0.0007986363,0.6020135,0.01187963,0.0939227],"study_design_scores_gemma":[0.00001057007,0.00006066346,0.002074056,0.0007617834,0.00004322929,0.0002487933,0.1919168,0.004708452,0.0005363625,0.6861798,0.1133898,0.00006956918],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2484053,0.007880717,0.2388724,0.1822738,0.001403362,0.0004717238,0.0002691608,0.0006191286,0.3198043],"genre_scores_gemma":[0.9591214,0.002686578,0.0269377,0.002901195,0.000234125,0.0002069269,0.0001241638,0.0002686512,0.007519155],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03289191,"threshold_uncertainty_score":0.1448364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1450243037393771,"score_gpt":0.3175864544653334,"score_spread":0.1725621507259563,"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."}}