{"id":"W4410557757","doi":"10.5194/icuc12-509","title":"Assessment of heat exposure and cooling efficiency by trees in urban microclimate analysis","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Microclimate; Environmental science; Urban heat island; Atmospheric sciences; Meteorology; Environmental engineering; Geography; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002427075,0.0004234096,0.0003011861,0.0004923776,0.0001816866,0.0004911,0.0003380897,0.0003389815,0.0005728626],"category_scores_gemma":[0.000415919,0.0001578277,0.0004944434,0.0006059682,0.0002089753,0.000300719,0.0003294767,0.0001655989,0.0001235078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004572765,"about_ca_system_score_gemma":0.0002650124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01380395,"about_ca_topic_score_gemma":0.01252585,"domain_scores_codex":[0.9998928,0.00003727556,0.0000037073,0.00002531289,0.00002104606,0.00001972111],"domain_scores_gemma":[0.9997968,0.00009919763,0.00002224016,0.00002156857,0.00003929628,0.00002078395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0001802805,0.0001047892,0.04873279,0.00005069652,0.00006138434,0.0000898874,0.0001367817,0.9313872,0.007466672,0.0005467779,0.0002314739,0.01101126],"study_design_scores_gemma":[0.000006845523,0.00008842783,0.03464088,0.000004509537,0.00002235708,0.00002773746,0.0000760676,0.96235,0.002349882,0.0001422991,0.0002736046,0.00001742078],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905264,0.00006020027,0.007887372,0.00001554666,0.000004988748,0.00001864654,0.0002705299,0.0000979953,0.001118332],"genre_scores_gemma":[0.9976054,0.00002600312,0.002086524,0.000002548818,0.00000103423,0.00001318962,0.0001094821,0.000009828373,0.000145758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01380395,"threshold_uncertainty_score":0.02744722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006684018050673101,"score_gpt":0.2501249741779438,"score_spread":0.2434409561272707,"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."}}