{"id":"W6892822876","doi":"10.5281/zenodo.12188254","title":"Net Zero City Complexity, a Study of Emerging Trends from Net Zero Cities","year":2024,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Reliability and Maintenance Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociotechnical system; Sustainability; Corporate governance; Adaptation (eye); Indigenous; Climate governance; Underpinning; Supply chain; Systems thinking; Top-down and bottom-up design","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001634792,0.0002075587,0.0003874628,0.003156209,0.006437672,0.00796355,0.001194439,0.0008992309,0.006251269],"category_scores_gemma":[0.007024353,0.0003133893,0.0003054595,0.005827107,0.004815453,0.006395398,0.007263792,0.002014601,0.0004368926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01005374,"about_ca_system_score_gemma":0.006557064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1005513,"about_ca_topic_score_gemma":0.1725935,"domain_scores_codex":[0.9985185,0.0004274636,0.00008117114,0.0001920201,0.0004337978,0.0003470318],"domain_scores_gemma":[0.9955785,0.001142738,0.001093476,0.0002411724,0.0009722167,0.0009719404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006840322,0.0001141106,0.167701,0.0002091987,0.00002568359,0.0008625617,0.7846921,0.0002633081,0.0002914311,0.02072914,0.007340142,0.01770288],"study_design_scores_gemma":[0.000004256467,0.00004183806,0.1548129,0.00009876109,0.00000804035,0.0001250317,0.8129874,0.0005110288,0.000123957,0.00176771,0.02949573,0.00002327085],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9856947,0.0001787833,0.000329865,0.002635386,0.00002419961,0.00005803968,0.0003262312,0.000007743355,0.01074501],"genre_scores_gemma":[0.997234,0.0001679452,0.0001556929,0.0001705888,0.00001267877,0.00004618884,0.0002375283,0.0000123482,0.001962892],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1005513,"threshold_uncertainty_score":0.1999321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0437239472157149,"score_gpt":0.2509519071487114,"score_spread":0.2072279599329964,"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."}}