{"id":"W2914687190","doi":"10.1016/j.gexplo.2019.01.006","title":"Snow in mineral exploration – Examples and practices in glaciated terrain","year":2019,"lang":"en","type":"article","venue":"Journal of Geochemical Exploration","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Activation Laboratories","funders":"Tekes","keywords":"Terrain; Mineral exploration; Geology; Snow; Physical geography; Earth science; Glacier; Geomorphology; Geochemistry; Geography; Cartography","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":[0.000720677,0.000126799,0.0000878328,0.001638615,0.001732576,0.001610906,0.0004908045,0.0005216552,0.001175178],"category_scores_gemma":[0.001356787,0.0000912556,0.0001544561,0.005049135,0.002043174,0.001074196,0.001882956,0.0004566668,0.0001624882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001278656,"about_ca_system_score_gemma":0.001583065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01417131,"about_ca_topic_score_gemma":0.07221886,"domain_scores_codex":[0.9994088,0.000215934,0.00004745201,0.00006691704,0.0001391577,0.0001217893],"domain_scores_gemma":[0.9990957,0.0003699994,0.0001861394,0.00008259586,0.0001293225,0.0001363015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002099058,0.0001335672,0.2295138,0.0009483622,0.00005658311,0.004908952,0.2119256,0.001179474,0.008774377,0.03146567,0.00618194,0.5047017],"study_design_scores_gemma":[0.000009751121,0.0001809666,0.3482301,0.001017823,0.0000375464,0.005638764,0.2174566,0.0008713751,0.004463982,0.008616251,0.4134404,0.0000364928],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9279216,0.01819552,0.002090262,0.004748122,0.00007764543,0.00003015975,0.0001347219,0.00005000307,0.04675197],"genre_scores_gemma":[0.9783223,0.01381117,0.002422003,0.0003039989,0.0000456599,0.000007479843,0.00007544892,0.0000216587,0.004990309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01417131,"threshold_uncertainty_score":0.02817762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05047936024432781,"score_gpt":0.2702112023021119,"score_spread":0.2197318420577841,"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."}}