{"id":"W1522950642","doi":"10.1002/9780470515143.ch4","title":"Self‐Managing Networks","year":2007,"lang":"en","type":"other","venue":"","topic":"Business Strategy and Innovation","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Benchmarking; Computer science; Self-management; Data science; Artificial intelligence; Knowledge management; Business","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":[0.001321861,0.0003682786,0.0003015323,0.0007760556,0.001523918,0.004531008,0.001167202,0.001269606,0.008757541],"category_scores_gemma":[0.003682246,0.0002615197,0.0003062145,0.000742844,0.002093209,0.008881079,0.002737381,0.001348538,0.001587796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001386764,"about_ca_system_score_gemma":0.001357766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009300516,"about_ca_topic_score_gemma":0.001062056,"domain_scores_codex":[0.9992232,0.0002338641,0.00003129769,0.0001484055,0.0002778342,0.0000853862],"domain_scores_gemma":[0.9985991,0.0005126837,0.0001238571,0.0003156577,0.0002990945,0.0001496057],"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":[0.000008089626,0.00001783382,0.0002736916,0.00005958056,0.00000645302,0.00004508624,0.0003920607,0.004839161,0.0004318687,0.939983,0.01017984,0.04376343],"study_design_scores_gemma":[0.000006669279,0.00001899241,0.0001906265,0.0001406184,0.00001022877,0.0001433839,0.0006709815,0.02074084,0.0009841087,0.7476256,0.2294529,0.0000150487],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03510052,0.008236018,0.4422604,0.02434939,0.002310099,0.0003297607,0.0002153533,0.0008422004,0.4863563],"genre_scores_gemma":[0.6892152,0.01434464,0.1174661,0.003340616,0.001459306,0.0007028636,0.0005648489,0.0002548305,0.1726517],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.008757541,"threshold_uncertainty_score":0.02929688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01392129064608402,"score_gpt":0.2175629025744769,"score_spread":0.2036416119283928,"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."}}