{"id":"W6910449985","doi":"10.4224/40003530","title":"Efficacité des mesures visant à rendre les habitations plus résistantes aux inondations","year":2025,"lang":"fr","type":"report","venue":"NPARC","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Institut National de la Recherche Scientifique","funders":"","keywords":"Western europe; Democratic governance; National monument","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009053831,0.0009613164,0.000883202,0.000871729,0.001012774,0.001595854,0.0009920502,0.0008164941,0.00887398],"category_scores_gemma":[0.001840867,0.0002739577,0.0007868014,0.0006840285,0.0006079038,0.0008337486,0.0007335785,0.0007430554,0.001612903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002595363,"about_ca_system_score_gemma":0.002221089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1647965,"about_ca_topic_score_gemma":0.2900021,"domain_scores_codex":[0.9994859,0.00004852632,0.00001747381,0.0001182212,0.0002149078,0.0001149423],"domain_scores_gemma":[0.9989424,0.0002065824,0.00008999457,0.0001118839,0.000483763,0.0001653742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002988659,0.001197698,0.07692301,0.002536132,0.0005799988,0.0007348883,0.001730295,0.1821673,0.3281736,0.00291065,0.01287031,0.3871875],"study_design_scores_gemma":[0.0002854757,0.007693867,0.3446791,0.0005841558,0.001297774,0.0004314868,0.006103485,0.1613319,0.2888998,0.003754603,0.1844608,0.0004774635],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9600833,0.002115009,0.01415685,0.0003383964,0.0001962526,0.000252656,0.002151412,0.001183223,0.01952297],"genre_scores_gemma":[0.9569557,0.001525122,0.0131568,0.0001867563,0.00001594959,0.0001735947,0.001801961,0.0002405974,0.02594338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1647965,"threshold_uncertainty_score":0.3276745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07533399411952259,"score_gpt":0.3668535973042462,"score_spread":0.2915196031847236,"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."}}