{"id":"W4409211721","doi":"10.18280/ijsdp.200337","title":"Digitization of Cities and Its Impact on City Sustainability","year":2025,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Digitization; Sustainability; Environmental planning; Urban sustainability; Geography; Environmental resource management; Business; Environmental science; Engineering; Telecommunications","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001806027,0.0002766874,0.0002920982,0.004211875,0.003041322,0.01154741,0.0007822302,0.0009305754,0.01350548],"category_scores_gemma":[0.007048457,0.0003063491,0.0004481819,0.01182968,0.006189484,0.006176434,0.008437776,0.001040449,0.0009111384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006276451,"about_ca_system_score_gemma":0.004350675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01285514,"about_ca_topic_score_gemma":0.02158785,"domain_scores_codex":[0.9972388,0.001206129,0.0001548044,0.0002798671,0.0008362247,0.0002842575],"domain_scores_gemma":[0.992828,0.003236065,0.001572263,0.001260278,0.0008003055,0.0003031015],"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":[0.0001197965,0.0001200973,0.07384951,0.001322874,0.0001101527,0.0008853909,0.03093445,0.004951263,0.0009548239,0.4841714,0.01421143,0.3883688],"study_design_scores_gemma":[0.00002279624,0.0001355373,0.1199278,0.001501793,0.0001530175,0.00153067,0.06932071,0.001873823,0.001827847,0.09143472,0.7121576,0.0001136796],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4573032,0.02236174,0.00823207,0.02752955,0.0004601549,0.0001435076,0.001565892,0.000286246,0.4821175],"genre_scores_gemma":[0.9697584,0.01485315,0.002447664,0.0006105747,0.0001156203,0.00005298216,0.0003418287,0.00005062709,0.01176913],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01350548,"threshold_uncertainty_score":0.04553902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008666973666775782,"score_gpt":0.2580482538392506,"score_spread":0.2493812801724748,"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."}}