{"id":"W4206052308","doi":"10.3390/min12010059","title":"Current Techniques and Applications of Mineral Chemistry to Mineral Exploration; Examples from Glaciated Terrain: A Review","year":2021,"lang":"en","type":"review","venue":"Minerals","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geological Survey of Canada; Queen's University","funders":"","keywords":"Mineral exploration; Geology; Mineral; Glacial period; Geochemistry; Heavy mineral; Bedrock; Mineralogy; Feldspar; Weathering; Earth science; Provenance; Geomorphology; Chemistry; Paleontology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003122878,0.0004660915,0.001662483,0.00007634441,0.00006340341,0.00008487757,0.000906102,0.0001988724,0.00010682],"category_scores_gemma":[0.0002078233,0.0004021221,0.0002840293,0.0008122104,0.00005648365,0.0001632744,0.0006225826,0.000255099,0.000008528317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003812257,"about_ca_system_score_gemma":0.0001788973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005860336,"about_ca_topic_score_gemma":0.000005739294,"domain_scores_codex":[0.9974681,0.0001399647,0.0009760998,0.000883493,0.000246284,0.0002860317],"domain_scores_gemma":[0.9978172,0.0001544619,0.0005093287,0.001075915,0.0002765715,0.000166482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[4.297667e-7,0.00007386282,0.000001536282,0.02455909,0.00005566028,0.00001002006,0.00008524265,5.216509e-7,0.0008326019,0.0002443995,0.02538057,0.948756],"study_design_scores_gemma":[0.00005536291,0.00001152667,2.388471e-7,0.02968044,0.0001283155,0.00003704739,0.000005397503,0.00001171895,0.0003170121,0.0002254566,0.9691474,0.0003800722],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000004178286,0.9911251,0.005278718,0.0008336056,0.00005066415,0.000970613,0.00009003047,0.000116694,0.001530418],"genre_scores_gemma":[0.000003589782,0.9841128,0.01113514,0.0001267374,0.0003499863,0.001456724,0.000926832,0.00001052656,0.001877633],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.948376,"threshold_uncertainty_score":0.9998431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06828510156225422,"score_gpt":0.3305273828073795,"score_spread":0.2622422812451253,"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."}}