{"id":"W4417365747","doi":"","title":"Recognizing and coping with Pollution resulting from urban flooding in France and Quebec","year":2025,"lang":"fr","type":"article","venue":"theses.fr (ABES)","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Urban planning; Western europe; Urban environment; Urban policy","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":[0.000543553,0.0002489233,0.000230588,0.0006028245,0.004795162,0.002282883,0.0007725242,0.0009186696,0.003305825],"category_scores_gemma":[0.001352536,0.0001287528,0.0001943873,0.000860457,0.001656391,0.0006846035,0.001491657,0.0005817519,0.0001546937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03172055,"about_ca_system_score_gemma":0.02153887,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9882322,"about_ca_topic_score_gemma":0.9958414,"domain_scores_codex":[0.9995444,0.000114349,0.00001040625,0.00004980647,0.00008535681,0.0001957128],"domain_scores_gemma":[0.9993172,0.0001136849,0.0001161489,0.0000166515,0.0002436047,0.0001927915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002892435,0.0003235058,0.5970529,0.0003491738,0.0001544823,0.002742123,0.175116,0.003752838,0.005837605,0.006859144,0.02389487,0.1836281],"study_design_scores_gemma":[0.00001250496,0.000129154,0.7980196,0.0001737626,0.00003981125,0.0001757391,0.1408141,0.001499554,0.0003850095,0.0006077834,0.05807276,0.0000701848],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9742984,0.001270794,0.0005155514,0.007280467,0.00004537852,0.00005123469,0.0002228473,0.00002512523,0.01629013],"genre_scores_gemma":[0.9898296,0.0009470427,0.0003315679,0.0006743394,0.00001250228,0.00002368153,0.0001120154,0.000006032018,0.008063201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03172055,"threshold_uncertainty_score":0.2301497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007177208036313992,"score_gpt":0.2240681828024615,"score_spread":0.2168909747661475,"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."}}