{"id":"W4386022914","doi":"10.1144/geochem2023-013","title":"Review of till geochemistry and indicator mineral methods for mineral exploration in glaciated terrain","year":2023,"lang":"en","type":"article","venue":"Geochemistry Exploration Environment Analysis","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geological Survey of Canada","funders":"Natural Resources Canada","keywords":"Mineral exploration; Mineral resource classification; Terrain; Geology; Thematic map; Sample (material); Mining engineering; Geography; Geochemistry; Cartography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001271057,0.000261775,0.0005231443,0.0002169227,0.00008097097,0.00003824014,0.0003976313,0.0001639039,0.0001273535],"category_scores_gemma":[0.0003624011,0.0002737914,0.0002099199,0.001313676,0.00008733572,0.0004864918,0.000224864,0.0001287327,0.000007922799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005995381,"about_ca_system_score_gemma":0.00003242873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001130975,"about_ca_topic_score_gemma":0.000003638717,"domain_scores_codex":[0.997877,0.0001173438,0.0007251012,0.0007045907,0.0002421004,0.0003338581],"domain_scores_gemma":[0.9986047,0.0001489732,0.0004314203,0.0006478789,0.00005850115,0.000108546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005271043,0.0003981872,0.006888219,0.006957137,0.000820288,0.00001436436,0.002692048,0.009316858,0.9376072,0.0002314082,0.010351,0.02467061],"study_design_scores_gemma":[0.001634472,0.00009693052,0.002590726,0.001117434,0.0007105091,0.00000700896,0.0009152632,0.5711701,0.3776604,0.006516891,0.03636116,0.001219088],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09644265,0.006207188,0.8726141,0.02077697,0.00009819582,0.001614627,0.00006743541,0.0003555751,0.001823299],"genre_scores_gemma":[0.8494049,0.01961052,0.1154298,0.0009272936,0.0002218737,0.002704674,0.007204403,0.00003080224,0.004465738],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7571843,"threshold_uncertainty_score":0.9999714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03010482197466563,"score_gpt":0.2934680171298202,"score_spread":0.2633631951551546,"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."}}