{"id":"W3010102191","doi":"10.25300/misq/2020/13304","title":"Complexity and Information Systems Research in the Emerging Digital World","year":2020,"lang":"en","type":"article","venue":"MIS Quarterly","topic":"Information Systems Theories and Implementation","field":"Social Sciences","cited_by":237,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Data science; Computer science","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":[0.007342285,0.0005782601,0.0009298872,0.006137333,0.004507503,0.01426595,0.0008465307,0.004553176,0.004808114],"category_scores_gemma":[0.01529163,0.0003451257,0.0008179765,0.006238595,0.02700842,0.02048211,0.004824583,0.007646315,0.0006496481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006961659,"about_ca_system_score_gemma":0.004829087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00213459,"about_ca_topic_score_gemma":0.001951744,"domain_scores_codex":[0.9916438,0.004868238,0.0004191102,0.0006852626,0.001919037,0.000464438],"domain_scores_gemma":[0.9713901,0.02420878,0.001037403,0.001203594,0.001300942,0.0008591277],"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":[0.000004112949,0.00001352163,0.0004989005,0.0002002296,0.0000145294,0.00005136607,0.002966428,0.000345491,0.00006797109,0.9637738,0.0151447,0.01691896],"study_design_scores_gemma":[0.000004957179,0.00001989617,0.0007733735,0.0005214982,0.000009675927,0.0001077256,0.003377002,0.0007062686,0.00008250116,0.7955214,0.1988561,0.00001957296],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02180547,0.31012,0.04562319,0.4141389,0.01285686,0.0001050526,0.0001531716,0.0001610822,0.1950363],"genre_scores_gemma":[0.5543839,0.3362982,0.03121094,0.03076898,0.02374507,0.0003926885,0.0002183609,0.0002058621,0.022776],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01426595,"threshold_uncertainty_score":0.05051059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1496673485963329,"score_gpt":0.3983406266880297,"score_spread":0.2486732780916968,"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."}}