{"id":"W7132533837","doi":"","title":"Solutions naturelles sur les toitures commerciales: comment peuvent-elles atténuer les inondations urbaines","year":2022,"lang":"fr","type":"article","venue":"NPARC","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sewerage; Flooding (psychology); Urban management; Urban planning; Urban heat island; Urban area; Cover (algebra)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.004793779,0.0004060144,0.0002538454,0.0005137922,0.003136572,0.008709499,0.001388734,0.007706356,0.01988926],"category_scores_gemma":[0.01208446,0.0001638403,0.0004476138,0.001026774,0.003213445,0.007668864,0.001552891,0.005077247,0.005021976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003234938,"about_ca_system_score_gemma":0.01101895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03757841,"about_ca_topic_score_gemma":0.07322537,"domain_scores_codex":[0.994314,0.001439587,0.0001572566,0.0003887733,0.002819913,0.0008805558],"domain_scores_gemma":[0.9899271,0.002575208,0.0006741293,0.0003275801,0.005166705,0.001329328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001279594,0.000404359,0.004682468,0.001370282,0.00004365011,0.000957863,0.006785937,0.0008949218,0.006007473,0.1367254,0.4443262,0.3976735],"study_design_scores_gemma":[0.00001482366,0.00006973408,0.001234506,0.0005853716,0.00001236601,0.0002958046,0.007018921,0.0002668712,0.0009002547,0.007979072,0.9816027,0.00001954714],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02375863,0.0498625,0.004514975,0.7925587,0.006111291,0.0000655582,0.0001699001,0.0002209892,0.1227375],"genre_scores_gemma":[0.3780442,0.1538529,0.01958735,0.1864502,0.006766352,0.0002141119,0.0006243222,0.0004334872,0.254027],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03757841,"threshold_uncertainty_score":0.07471937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04738624956639544,"score_gpt":0.2413069687891777,"score_spread":0.1939207192227823,"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."}}