{"id":"W4205189547","doi":"10.1144/qjegh2021-136","title":"A cluster-based multiparametric similarity test for the compartmentalization of crystalline rocks into structural domains","year":2022,"lang":"en","type":"article","venue":"Quarterly Journal of Engineering Geology and Hydrogeology","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Fracture (geology); Geology; Rock mass classification; Borehole; Outcrop; Hydrogeology; Cluster (spacecraft); Similarity (geometry); Geotechnical engineering; Petrology; Geomorphology; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0003378827,0.00009850071,0.0002254932,0.000102296,0.0002330523,0.000005237652,0.0001606339,0.00003898482,0.000108874],"category_scores_gemma":[0.00005259304,0.00007533438,0.00006497754,0.0001425746,0.0001691036,0.00006156512,0.00005816625,0.0001450007,5.132645e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004703119,"about_ca_system_score_gemma":0.000007496878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006406215,"about_ca_topic_score_gemma":0.00007730991,"domain_scores_codex":[0.999229,0.00005808029,0.0003365207,0.0001058061,0.0001190492,0.0001515646],"domain_scores_gemma":[0.9989805,0.000662623,0.0002141231,0.00008181411,0.00002786776,0.00003309891],"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":[0.0001831106,0.0001348678,0.3395432,0.00003303488,0.0001384788,0.000009650117,0.002413006,0.6490131,0.002809151,0.0002242787,0.0001785093,0.005319605],"study_design_scores_gemma":[0.003913533,0.005039048,0.1899073,0.000006163971,0.0001696063,0.0003849273,0.0009582,0.790298,0.0003580184,0.0009424817,0.007790107,0.0002325813],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7911849,0.0002357378,0.2077631,0.0005156565,0.0001522574,0.0001337591,0.00000634064,0.000005354971,0.000002858759],"genre_scores_gemma":[0.9984148,0.00000325823,0.001380297,0.0001171469,0.00002443952,0.00002299238,0.000007824736,0.000005436128,0.00002378215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2072299,"threshold_uncertainty_score":0.3072047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006157261030687616,"score_gpt":0.2158514002184413,"score_spread":0.2096941391877537,"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."}}