{"id":"W4306407284","doi":"10.3138/jccpe-2022.1.1.0009","title":"Breaking the Walls of Complex Systems Change in Cities: A Service Ecosystems and Psychological Perspective","year":2022,"lang":"en","type":"article","venue":"Journal of city climate policy and economy","topic":"Service and Product Innovation","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Transformational leadership; Transformative learning; Vision; Public relations; Systems thinking; Knowledge management; Sociology; Political 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001109672,0.00008578741,0.0002504996,0.0003166557,0.000177625,0.000128461,0.0001520118,0.00002591302,0.00007098915],"category_scores_gemma":[0.000023441,0.00006501288,0.00003048443,0.0003924608,0.00002463336,0.0006249793,0.0001411686,0.0001651592,0.000001165803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005817309,"about_ca_system_score_gemma":0.00001144596,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006665413,"about_ca_topic_score_gemma":0.000298318,"domain_scores_codex":[0.9991956,0.00003436423,0.0004271408,0.0001070997,0.00008377402,0.000152071],"domain_scores_gemma":[0.9990028,0.00006517627,0.0006640422,0.00008681669,0.0001730021,0.000008158767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000694552,0.0004588346,0.2148971,0.003035198,0.0002120194,0.0000278687,0.01921512,0.000475275,0.0004517422,0.7570532,0.001211013,0.002268023],"study_design_scores_gemma":[0.00584705,0.0004834798,0.4900111,0.0006624984,0.0001877158,0.001422685,0.1451924,0.03041686,0.00001376274,0.07291973,0.2519505,0.0008921694],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.965357,0.0003179801,0.000002031443,0.02498505,0.000141597,0.0001930287,0.000008370297,0.000005145502,0.008989799],"genre_scores_gemma":[0.9876549,0.00006795969,0.000005837287,0.01101734,0.001228577,0.00001290281,0.000003129962,0.000006012148,0.000003313424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6841335,"threshold_uncertainty_score":0.9999493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.123417345447782,"score_gpt":0.3226125108102988,"score_spread":0.1991951653625168,"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."}}