{"id":"W2800630321","doi":"10.1155/2018/3190251","title":"Strategies for Managing the Structural and Dynamic Consequences of Project Complexity","year":2018,"lang":"en","type":"article","venue":"Complexity","topic":"Innovation and Knowledge Management","field":"Business, Management and Accounting","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Complexity management; Flexibility (engineering); Computer science; Management science; Typology; Complexity science; Knowledge management; Risk analysis (engineering); Process management; Data science; Business; Mathematics; Engineering; Sociology","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":[],"consensus_categories":[],"category_scores_codex":[0.0003384754,0.0001223317,0.000157283,0.0001201991,0.000442267,0.0002439502,0.0002414321,0.00002073903,0.00006097926],"category_scores_gemma":[0.00003092188,0.00008546943,0.00003763552,0.0003081739,0.001455582,0.0003279435,0.000198281,0.00005509853,0.000009819479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001388731,"about_ca_system_score_gemma":0.0000241116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003010553,"about_ca_topic_score_gemma":0.00101051,"domain_scores_codex":[0.9992723,0.00001222662,0.0002256328,0.0001892535,0.0001166698,0.0001838813],"domain_scores_gemma":[0.9992812,0.00003221227,0.0001890835,0.0001855919,0.0003082106,0.000003751581],"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":[0.00003381658,0.000008274177,0.0007862555,0.0002307176,0.00002079405,2.179654e-7,0.000158895,4.078294e-7,0.0002076511,0.9959977,0.0008416541,0.001713612],"study_design_scores_gemma":[0.0004238867,0.00002772698,0.01399743,0.00002980958,0.00002716382,0.000001485582,0.006064508,0.03889102,0.00005463624,0.9277176,0.01259672,0.0001680718],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6139243,0.00009908291,0.006761407,0.004346026,0.0008582866,0.001592899,0.00002513918,0.0001817583,0.3722112],"genre_scores_gemma":[0.9975666,0.000001110671,0.001277309,0.0007224123,0.0002788907,0.00001862766,0.00002463923,0.000008515043,0.0001018932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3836424,"threshold_uncertainty_score":0.5363153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1071312013848236,"score_gpt":0.3260492627966313,"score_spread":0.2189180614118078,"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."}}