{"id":"W4388410322","doi":"10.2991/978-94-6463-258-3_10","title":"Regional-Scale Landslide Hazard Analysis in Sensitive Clays Using an Integrated Approach","year":2023,"lang":"en","type":"book-chapter","venue":"Atlantis highlights in engineering/Atlantis Highlights in Engineering","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Landslide; Scale (ratio); Hazard; Geology; Geotechnical engineering; Geography; Cartography; Chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0008530471,0.001836918,0.002582453,0.003759884,0.0001276584,0.0001829973,0.001090884,0.001944709,0.000208928],"category_scores_gemma":[0.0000408024,0.001642535,0.0006099886,0.002910723,0.000165035,0.000656818,0.0004994352,0.002134623,0.0002132241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001602972,"about_ca_system_score_gemma":0.00007628528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002725541,"about_ca_topic_score_gemma":0.006693789,"domain_scores_codex":[0.9924797,0.00008593627,0.002027123,0.002347233,0.001251713,0.001808246],"domain_scores_gemma":[0.9974592,0.0002982212,0.0004110319,0.00129961,0.00005468928,0.0004772173],"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":[0.0000658905,0.0001697484,0.00434296,0.0002220932,0.0005742798,0.003122649,0.0008081006,0.9789585,0.000870194,0.01037122,0.0003913909,0.0001029708],"study_design_scores_gemma":[0.002322881,0.000148568,0.03142792,0.00262288,0.0008037973,0.0003730517,0.00005875064,0.8246242,0.0004991875,0.0001361458,0.132597,0.004385607],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7518001,0.002750563,0.08236713,0.001767088,0.01754278,0.010025,0.001257529,0.007735532,0.1247543],"genre_scores_gemma":[0.8623423,0.01514402,0.03015739,0.0001333929,0.001505887,0.0002674214,0.005296025,0.002073862,0.08307973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1543343,"threshold_uncertainty_score":0.9994376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01318503585510881,"score_gpt":0.2084197073885924,"score_spread":0.1952346715334836,"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."}}