{"id":"W2496117872","doi":"10.1177/0095399716659734","title":"Implementing Spaces to Favor the Emergence of Ecologies of Complex Innovation in the Public Sector: An Empirical Analysis","year":2016,"lang":"en","type":"article","venue":"Administration & Society","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; École Nationale d'Administration Publique","funders":"Canadian Institutes of Health Research","keywords":"Ambiguity; Context (archaeology); Frame (networking); Sociology; Knowledge management; Public relations; Political science; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008555044,0.0001067101,0.0003005801,0.0002199997,0.0002401119,0.0002057848,0.0009096999,0.00005104589,0.0006351121],"category_scores_gemma":[0.002282042,0.00004681794,0.0002205802,0.00534707,0.0001284489,0.0003517894,0.0001622065,0.00006386917,0.000007335689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002347781,"about_ca_system_score_gemma":0.0001688664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005091442,"about_ca_topic_score_gemma":0.003873276,"domain_scores_codex":[0.9962273,0.0004511653,0.001461334,0.0003418922,0.001282228,0.0002361176],"domain_scores_gemma":[0.9953943,0.0023038,0.0008294795,0.000696819,0.0007431331,0.0000324854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000400886,0.000277054,0.7947535,0.00001169566,0.0001719143,0.000001040684,0.02153732,0.0001677214,0.0224447,0.08231575,0.05865638,0.01962283],"study_design_scores_gemma":[0.0002286354,0.0002542081,0.9003935,0.000008785367,0.00002793455,0.000002212237,0.0668647,0.003487197,0.0006261524,0.01079815,0.01717928,0.000129175],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9450411,0.00001810339,0.04559851,0.008537147,0.00007636374,0.000254106,0.00003467808,0.00001131522,0.0004286477],"genre_scores_gemma":[0.9974837,0.000002179559,0.002038698,0.000351467,0.00004284984,0.00001944508,0.000004617695,0.00000339155,0.0000536189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1056401,"threshold_uncertainty_score":0.6954032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3663206053477439,"score_gpt":0.489940601213973,"score_spread":0.1236199958662291,"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."}}