{"id":"W7140637781","doi":"10.1109/sisimpact67725.2025.11439495","title":"Climate Change Adaptation and Mitigation Strategies in Future Smart Cities","year":2025,"lang":"","type":"article","venue":"","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Biotech (Canada)","funders":"","keywords":"Climate change; Adaptation (eye); Climate change adaptation; Context (archaeology); Global warming","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001186964,0.0002415485,0.0002461092,0.0004193764,0.0001066358,0.0002334115,0.0000942154,0.0003033148,0.00006416053],"category_scores_gemma":[0.00001290628,0.0002522136,0.00003709944,0.0004259963,0.0001117803,0.0006906975,0.00008947784,0.0002417082,0.0000057456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006947231,"about_ca_system_score_gemma":0.00002427694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002905211,"about_ca_topic_score_gemma":0.002236368,"domain_scores_codex":[0.9989546,0.00002055191,0.0003242439,0.0002406633,0.00009458667,0.0003653651],"domain_scores_gemma":[0.9996661,0.00005999884,0.0000357578,0.0001780406,0.00003753713,0.00002257552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002150932,0.00001699143,0.01275849,0.00106116,0.00004173496,0.000007516507,0.004699952,0.0007232627,0.00009699957,0.8172005,0.0003177431,0.1630542],"study_design_scores_gemma":[0.001286104,0.0001444064,0.3190989,0.001301713,0.00007304402,0.000005077011,0.467991,0.1455956,0.001786083,0.05367087,0.00827597,0.0007712549],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9271083,0.01630672,0.002179169,0.004341026,0.002109562,0.0006340261,0.00003294278,0.0007547041,0.04653351],"genre_scores_gemma":[0.9788256,0.01958792,0.001033219,0.0001016506,0.0001547301,0.0001097662,0.00001549744,0.00001605032,0.000155525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7635296,"threshold_uncertainty_score":0.999993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01787615844918835,"score_gpt":0.222219038865789,"score_spread":0.2043428804166007,"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."}}