{"id":"W7162019175","doi":"10.82308/12610","title":"City-scale modelling of road thermal and hydrological characteristics: Case study of Montreal","year":2024,"lang":"en","type":"dissertation","venue":"","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Western europe; Heat wave; Statistical analysis; Energy balance","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":[0.0002423174,0.0006885769,0.0003281066,0.0005486975,0.0007449492,0.001333308,0.001252275,0.0008499043,0.002593172],"category_scores_gemma":[0.0007347143,0.0003752019,0.0006012571,0.001479438,0.0005629902,0.0004464399,0.0005232435,0.0004392936,0.0001997078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009576697,"about_ca_system_score_gemma":0.004746828,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9481636,"about_ca_topic_score_gemma":0.9450225,"domain_scores_codex":[0.9998693,0.00002114035,0.000005051382,0.00003373427,0.00002182036,0.00004889867],"domain_scores_gemma":[0.9997705,0.00006543186,0.00002590467,0.0000189169,0.00007540188,0.0000438491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001023318,0.000106224,0.03057067,0.000049402,0.00007371308,0.0003420513,0.0001292473,0.9579834,0.002040219,0.0009529997,0.001322791,0.006326984],"study_design_scores_gemma":[0.00005095397,0.00003687981,0.03630171,0.00001147674,0.00004511771,0.0000230769,0.0002222537,0.960363,0.0008214584,0.0001659333,0.001918341,0.00003985761],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840963,0.0002121453,0.004512048,0.0002533422,0.0000151143,0.0001146708,0.003479582,0.0003818547,0.006934965],"genre_scores_gemma":[0.9916697,0.0001632864,0.003363759,0.0000219022,0.000004287668,0.0000365597,0.001182812,0.0000330463,0.003524705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05183643,"threshold_uncertainty_score":0.1042833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01542580812682797,"score_gpt":0.2325751704712054,"score_spread":0.2171493623443774,"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."}}