{"id":"W4392595177","doi":"10.5194/egusphere-egu24-3754","title":"Evaluating the potential source of contamination from sulfide minerals in major rocks in South Korea","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Response Biomedical (Canada)","funders":"","keywords":"Contamination; Sulfide; Geochemistry; Sulfide minerals; Geology; Mining engineering; Environmental science; Metallurgy; Materials science; Pyrite; Biology; Ecology","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":[0.0002295634,0.0002604073,0.0001502129,0.001474058,0.0003083557,0.0003636169,0.0002146048,0.0001983091,0.0003992272],"category_scores_gemma":[0.0002134752,0.0001795965,0.0001945125,0.000868055,0.0001988786,0.0003472097,0.0003897881,0.00009109658,0.0000782171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003378097,"about_ca_system_score_gemma":0.0004846365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03114427,"about_ca_topic_score_gemma":0.06864851,"domain_scores_codex":[0.9998935,0.00001797582,0.00001516473,0.00002641474,0.00002383279,0.00002311569],"domain_scores_gemma":[0.999801,0.00002430881,0.00006183248,0.000009121065,0.00006528738,0.00003847292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001227512,0.00005443504,0.9594728,0.00008501113,0.00003265706,0.0008119279,0.001168028,0.0005448192,0.02806229,0.00007484761,0.00008756467,0.00948275],"study_design_scores_gemma":[0.000007463814,0.00014427,0.9852824,0.00001130009,0.00005477383,0.0003626319,0.005071003,0.001938832,0.006468902,0.00007109125,0.0005773813,0.000009835093],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996186,0.00003341364,0.000108037,0.00000761847,3.436552e-7,0.000006939064,0.0000560254,0.000002161265,0.0001666767],"genre_scores_gemma":[0.9989634,0.00009978224,0.0004917106,0.000006762705,4.529705e-7,0.000004144917,0.0001582969,0.000001631692,0.0002738554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03114427,"threshold_uncertainty_score":0.06192595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03082816522700499,"score_gpt":0.2828777713346946,"score_spread":0.2520496061076896,"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."}}