{"id":"W3121168871","doi":"","title":"Complexity and Information Systems Research in the Emerging Digital World","year":2020,"lang":"en","type":"article","venue":"Journal of the Association for Information Systems","topic":"Information Systems Theories and Implementation","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Sociotechnical system; Computer science; Leverage (statistics); Data science; Context (archaeology); Knowledge management; Digital Revolution; Complexity management; Process (computing); Complexity science; Management science; Engineering; Business; Artificial intelligence","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":[0.007589352,0.000580985,0.0009391155,0.005824431,0.00479673,0.01495084,0.0008944187,0.00459654,0.005151636],"category_scores_gemma":[0.0154532,0.0003447196,0.0008552024,0.005881278,0.02751118,0.02099421,0.005259467,0.00805728,0.0006702541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006929028,"about_ca_system_score_gemma":0.005164628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002162886,"about_ca_topic_score_gemma":0.001969755,"domain_scores_codex":[0.9911557,0.005197793,0.0004268002,0.0007390816,0.001986914,0.0004936662],"domain_scores_gemma":[0.9710159,0.02448689,0.0010743,0.001244975,0.001324172,0.0008537827],"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":[0.000003803325,0.00001204557,0.0004413293,0.0001680477,0.0000135161,0.00004363697,0.002557917,0.0002992655,0.00005986264,0.9693251,0.01270759,0.01436786],"study_design_scores_gemma":[0.000004464093,0.00001685382,0.0006266838,0.0004665179,0.00000938732,0.0000994431,0.002846907,0.0007080409,0.00007934028,0.814149,0.1809747,0.00001872164],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02112721,0.2807285,0.05265741,0.4181256,0.01419522,0.0001127267,0.0001622057,0.0001738553,0.2127173],"genre_scores_gemma":[0.5637642,0.3176812,0.03570399,0.03255344,0.02535883,0.000427242,0.0002347624,0.0002273638,0.02404894],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01495084,"threshold_uncertainty_score":0.05027384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.116234671217407,"score_gpt":0.384512979186718,"score_spread":0.2682783079693111,"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."}}