{"id":"W3090889054","doi":"10.1051/geotech/2020016","title":"Évaluation quantitative du risque rocheux : de la formalisation à l’application sur les zones urbanisées ou urbanisables","year":2020,"lang":"fr","type":"article","venue":"Revue Française de Géotechnique","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"Agence Nationale de la Recherche","keywords":"Political science; Humanities; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001483654,0.0003561684,0.0003584716,0.00006878589,0.0003935987,0.0001171242,0.0003693904,0.0009128557,0.0006583903],"category_scores_gemma":[0.0005049586,0.0003678317,0.0001990107,0.0005304078,0.000402534,0.0005648109,0.0001322298,0.0006559252,0.0002957378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005116216,"about_ca_system_score_gemma":0.0001416431,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006715587,"about_ca_topic_score_gemma":0.0004166808,"domain_scores_codex":[0.9974735,0.0005914632,0.0005362096,0.0005585781,0.000313897,0.0005263451],"domain_scores_gemma":[0.998646,0.0003773808,0.0003195069,0.0003076473,0.00007459595,0.0002748742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006520862,0.001041891,0.08793975,0.002211211,0.0002949235,0.0001672148,0.06229816,0.1366947,0.2472315,0.1638818,0.03648797,0.2610988],"study_design_scores_gemma":[0.0008060817,0.0004665643,0.02445292,0.0004986573,0.0002963803,0.000141063,0.0005333839,0.6300411,0.04123506,0.01194593,0.2887627,0.0008201502],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1770131,0.005782905,0.7848977,0.0257207,0.0001401552,0.001200271,0.0001036303,0.0003590127,0.004782532],"genre_scores_gemma":[0.9488947,0.006304188,0.0431332,0.000412905,0.0003279029,0.0002412961,0.00007976978,0.00007365967,0.0005324006],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7718816,"threshold_uncertainty_score":0.9998988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02427013434106179,"score_gpt":0.2398746184824869,"score_spread":0.2156044841414251,"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."}}