{"id":"W3156032477","doi":"10.1007/s12583-021-1403-5","title":"Fuzzy Modeling of Surficial Uranium Prospectivity in British Columbia (Canada) with a Weighted Fuzzy Algebraic Sum Operator","year":2021,"lang":"en","type":"article","venue":"Journal of Earth Science","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Prospectivity mapping; Geology; Mineral exploration; Fuzzy logic; Spatial analysis; Mining engineering; Geochemistry; Artificial intelligence; Paleontology; Computer science; Remote sensing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001188733,0.00008472332,0.0003036078,0.00005985235,0.0001988619,0.0004198571,0.0008167091,0.00004173498,0.00002025463],"category_scores_gemma":[0.0002821005,0.00009961781,0.00004794431,0.001707159,0.0001793943,0.000800131,0.0001843169,0.0003047868,2.898492e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000465825,"about_ca_system_score_gemma":0.004560283,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0380729,"about_ca_topic_score_gemma":0.6454982,"domain_scores_codex":[0.9978378,0.00005775402,0.0004585519,0.0003358804,0.0009459651,0.0003640305],"domain_scores_gemma":[0.9979888,0.00004852538,0.0002750649,0.0002658754,0.001261891,0.0001599039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008341564,0.000981561,0.747774,0.000243024,0.00007098583,0.006111573,0.001355717,0.05427781,0.176399,0.003316994,0.0005121236,0.008873818],"study_design_scores_gemma":[0.0030361,0.000707974,0.5761331,0.001276701,0.00002541785,0.005719702,0.0009296879,0.3371296,0.05976416,0.01377931,0.0005240238,0.00097427],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914255,0.0001225666,0.005054073,0.0007064937,0.0002431857,0.00006820345,0.000002201669,0.000007459327,0.002370337],"genre_scores_gemma":[0.9892769,0.000009730489,0.01041743,0.00008799334,0.00005269859,8.552121e-7,1.739132e-7,0.000001833669,0.0001523402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6074252,"threshold_uncertainty_score":0.9683326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008268761206946671,"score_gpt":0.1936352627725152,"score_spread":0.1853665015655685,"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."}}