{"id":"W4251434670","doi":"10.3133/fs20203035","title":"International geoscience collaboration to support critical mineral discovery","year":2020,"lang":"en","type":"article","venue":"Fact sheet","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geological survey; Mineral resource classification; Earth science; Mineral; Mineral exploration; Geology; Geochemistry; Mining engineering; Chemistry; Geophysics","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":[0.00009349373,0.00007531415,0.00007467187,0.00002186524,0.00006395045,0.0003039808,0.00066484,0.00003111883,0.0001951214],"category_scores_gemma":[0.0007511957,0.00007011189,0.00002464495,0.0002967615,0.00003066041,0.0007639593,0.0002846887,0.00006568633,0.0001397106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001823592,"about_ca_system_score_gemma":0.00007268533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005597703,"about_ca_topic_score_gemma":0.000001831589,"domain_scores_codex":[0.9991179,0.00001569793,0.0001271161,0.0003181825,0.0002414678,0.0001796367],"domain_scores_gemma":[0.9995172,0.00004488204,0.00002116569,0.0001615075,0.0001092461,0.0001460201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001023293,0.0003354273,0.02801337,0.0001177248,0.00004199022,0.0004294284,0.01243678,0.00767287,0.2325669,0.2444199,0.4514306,0.02243267],"study_design_scores_gemma":[0.0003943591,0.0004845112,0.01803136,0.00001987663,0.000005383052,0.00003581547,0.000318025,0.1056842,0.01971105,0.002734338,0.852011,0.0005699958],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04924112,0.000003477319,0.6482128,0.2516659,0.001073358,0.0001193214,0.00003775935,0.0001562258,0.04949004],"genre_scores_gemma":[0.9822661,6.407489e-7,0.0110228,0.005101679,0.0001639727,0.00000706277,0.00001394906,0.000001037002,0.001422793],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9330249,"threshold_uncertainty_score":0.2931294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02280539882446888,"score_gpt":0.2801671598421165,"score_spread":0.2573617610176476,"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."}}