{"id":"W7152721860","doi":"10.70675/6221ab48zb820z4fb8zbf61z07bdc649d68c","title":"(Re)connaître et vivre avec les pollutions causées par les inondations urbaines en France et au Québec","year":2025,"lang":"","type":"dissertation","venue":"","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Western europe; Context (archaeology); Urban management","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":[0.001543649,0.0004189478,0.0003580915,0.00166641,0.004340809,0.005086698,0.0006657458,0.0009518766,0.005361361],"category_scores_gemma":[0.002573102,0.000165398,0.0004620946,0.002346417,0.002217976,0.001344244,0.001474254,0.000963127,0.0003274597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02039637,"about_ca_system_score_gemma":0.02001534,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9722757,"about_ca_topic_score_gemma":0.9887861,"domain_scores_codex":[0.9985784,0.0004062495,0.00004304451,0.0001993388,0.0005291271,0.0002437784],"domain_scores_gemma":[0.9976904,0.000309849,0.0002982717,0.00006380968,0.001471914,0.0001657582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001848262,0.000107764,0.5289021,0.001373201,0.000366877,0.00148949,0.09979172,0.002584077,0.007975352,0.02258838,0.0320833,0.3025528],"study_design_scores_gemma":[0.000006245482,0.0001114435,0.7308199,0.0009748949,0.0001996462,0.0003299891,0.07705428,0.000811501,0.001638379,0.001841064,0.1860994,0.0001131791],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7865434,0.03607779,0.007457442,0.04066074,0.0006525207,0.0001207851,0.001927064,0.0001331115,0.1264272],"genre_scores_gemma":[0.9404896,0.01639083,0.002802589,0.003617165,0.0001152481,0.00004163578,0.0004038972,0.00003533869,0.03610367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02772433,"threshold_uncertainty_score":0.1479867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03092026498684321,"score_gpt":0.3137557628451071,"score_spread":0.282835497858264,"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."}}