{"id":"W4382752352","doi":"10.3390/geosciences13070200","title":"Comparing Flow-R, Rockyfor3D and RAMMS to Rockfalls from the Mel de la Niva Mountain: A Benchmarking Exercise","year":2023,"lang":"en","type":"article","venue":"Geosciences","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Rockfall; Computer science; Benchmark (surveying); Predictability; Geology; Landslide; Geotechnical engineering; Mathematics; Statistics; Geodesy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001656841,0.001120402,0.0006604512,0.001601746,0.0004935196,0.001218479,0.002128094,0.00121397,0.004376424],"category_scores_gemma":[0.003676016,0.0004549166,0.0008395823,0.001483448,0.0004463086,0.001249132,0.0009505389,0.0008875398,0.001231978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001109123,"about_ca_system_score_gemma":0.0009229096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04781361,"about_ca_topic_score_gemma":0.04030969,"domain_scores_codex":[0.9993299,0.0002067271,0.00005554972,0.0001258128,0.0001822357,0.00009975197],"domain_scores_gemma":[0.9987854,0.0005793042,0.00006233499,0.0002308341,0.0002466575,0.00009535885],"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":[0.000366299,0.0004633796,0.01936543,0.0002913794,0.0001401412,0.000321008,0.0003228178,0.9300523,0.002796218,0.00274311,0.010128,0.03300988],"study_design_scores_gemma":[0.0001343645,0.0001824253,0.006793303,0.00004817795,0.00002072871,0.00005465836,0.00027149,0.9783882,0.003642817,0.0009474831,0.009461286,0.00005507476],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8990677,0.0004970796,0.03093046,0.0006155084,0.0001514716,0.0002761219,0.01672582,0.02328509,0.02845086],"genre_scores_gemma":[0.9359247,0.000350063,0.03809536,0.0001138309,0.00002907566,0.0002271315,0.01934364,0.00322118,0.002694899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04781361,"threshold_uncertainty_score":0.0950706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009657637205282194,"score_gpt":0.2288640839359528,"score_spread":0.2192064467306706,"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."}}