{"id":"W3111681626","doi":"","title":"Planification intégrée du renouvellement des réseaux de drainage urbain considérant les aspects structural et hydraulique dans un contexte de changement climatique.","year":2019,"lang":"fr","type":"article","venue":"EspaceINRS Institutional Digital Repository (Institut National de la Recherche Scientifique)","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science","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":[0.0007861348,0.0008626719,0.0007072624,0.0007844361,0.0008468392,0.002290689,0.0007606681,0.001287535,0.00517761],"category_scores_gemma":[0.001314259,0.000426553,0.0008047927,0.0006262867,0.000610109,0.001306667,0.001179922,0.0009270802,0.0005887889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001685435,"about_ca_system_score_gemma":0.003647709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03428781,"about_ca_topic_score_gemma":0.03916186,"domain_scores_codex":[0.9995341,0.0001338092,0.00002003509,0.0001040632,0.0001132586,0.00009468037],"domain_scores_gemma":[0.9995902,0.0001384433,0.00005183194,0.00003741277,0.0001211257,0.00006100967],"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":[0.0001021409,0.00009710201,0.003830636,0.0001781701,0.00003994617,0.0002548433,0.0002661198,0.9239563,0.009495084,0.00684484,0.0008440586,0.05409072],"study_design_scores_gemma":[0.000022227,0.0002053248,0.002975103,0.00005926872,0.0000409218,0.0000635675,0.0004786012,0.9768034,0.003491901,0.00527341,0.0105522,0.00003412961],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2331727,0.001559666,0.7362002,0.001012048,0.0001247223,0.0005941357,0.0005610843,0.001776878,0.02499861],"genre_scores_gemma":[0.8583101,0.0008149027,0.1290933,0.00005975454,0.00001745233,0.0002988599,0.0004619995,0.0001567306,0.01078694],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03428781,"threshold_uncertainty_score":0.06817645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07194927533348791,"score_gpt":0.3157254885533615,"score_spread":0.2437762132198736,"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."}}