{"id":"W3025912962","doi":"10.36487/acg_repo/2025_32","title":"Characterisation of foliated rock masses using implicit modelling to guide geotechnical domaining and slope design","year":2020,"lang":"en","type":"article","venue":"","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"IAMGOLD","keywords":"Geotechnical engineering; Geology; Rock mass classification","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0003993512,0.0004722546,0.0003984109,0.0005806327,0.0002176351,0.001165305,0.0007065365,0.0005673,0.001234866],"category_scores_gemma":[0.001427523,0.0003722086,0.0003759819,0.0002966826,0.0004852904,0.0005969128,0.0008408581,0.0004113117,0.0003198759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003854973,"about_ca_system_score_gemma":0.0007950371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004001498,"about_ca_topic_score_gemma":0.009188843,"domain_scores_codex":[0.9998022,0.00004087993,0.00001952266,0.00003409528,0.00007882834,0.00002449312],"domain_scores_gemma":[0.9995172,0.0001755978,0.00007711231,0.0001191145,0.00008741061,0.00002349757],"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":[0.00002695776,0.00002786869,0.004265492,0.00006976219,0.000008303016,0.00006371571,0.0002514448,0.9529235,0.01260483,0.002213515,0.000146961,0.0273976],"study_design_scores_gemma":[0.00000280673,0.00001653628,0.0006369791,0.000007848185,0.00000253515,0.00001890811,0.00003102559,0.9953863,0.002503421,0.0006417251,0.0007462075,0.000005677218],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2689542,0.00006559995,0.7266644,0.00005670483,0.000007616273,0.0001585154,0.0003623314,0.0007830129,0.002947566],"genre_scores_gemma":[0.776596,0.00009288077,0.2214431,0.000008544309,0.000002051906,0.0001165536,0.000532478,0.0001224491,0.001086065],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004001498,"threshold_uncertainty_score":0.007956386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0436071518674725,"score_gpt":0.2548536600942507,"score_spread":0.2112465082267782,"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."}}