{"id":"W4402600173","doi":"10.1007/s44327-024-00018-2","title":"Enhancing Urban Climate Resistance Through the Application of Selected Strategies and Technologies","year":2024,"lang":"en","type":"article","venue":"Discover Cities","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Resistance (ecology); Environmental science; Environmental planning; Climate change; Environmental resource management; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001208714,0.00008807097,0.00008981079,0.00001530185,0.0001314993,0.00008992171,0.0001137748,0.00003835557,0.00004999227],"category_scores_gemma":[0.000008743045,0.00005665248,0.00001834351,0.000164882,0.000432581,0.0006090862,0.00008467265,0.00008738726,0.00002158136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005405019,"about_ca_system_score_gemma":0.00001645919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001672903,"about_ca_topic_score_gemma":0.0003807653,"domain_scores_codex":[0.9993166,0.0000169554,0.0001406175,0.0001610524,0.0001567325,0.0002080332],"domain_scores_gemma":[0.9997273,0.00005969657,0.00004362742,0.0001564868,0.000001846803,0.00001100559],"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":[0.0001176273,0.0001006734,0.1514761,0.001248541,0.00008745134,0.000006876209,0.04746871,0.0001583909,0.1402264,0.6471915,0.005294598,0.006623125],"study_design_scores_gemma":[0.000363581,0.0002326046,0.5607143,0.0003659278,0.00009715858,0.000008870803,0.08803621,0.0004620676,0.1269819,0.1083189,0.1136846,0.0007337744],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.970987,0.003554391,0.003444791,0.001592814,0.00004967491,0.0002260172,0.00002023855,0.0001612429,0.01996384],"genre_scores_gemma":[0.9984179,0.0007292873,0.0003088333,0.00003900998,0.00001499934,0.00002184165,0.000004921723,0.000008292085,0.0004549404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5388725,"threshold_uncertainty_score":0.2310221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0081627129905777,"score_gpt":0.2453272040087258,"score_spread":0.2371644910181481,"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."}}