{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004750529,0.001210307,0.0006937092,0.003181782,0.001855209,0.006328247,0.001175356,0.003051201,0.466023],"category_scores_gemma":[0.007457982,0.0004771634,0.0005290744,0.004950538,0.0005422997,0.00362843,0.00455692,0.002214401,0.3313519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001063297,"about_ca_system_score_gemma":0.009528932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006281208,"about_ca_topic_score_gemma":0.009262209,"domain_scores_codex":[0.9982424,0.0002663462,0.00008557656,0.000205464,0.0008441909,0.0003561109],"domain_scores_gemma":[0.9913345,0.0007766915,0.0004515788,0.001514058,0.002837432,0.003085797],"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":[0.00003224819,0.00001446105,0.0001425593,0.00006572436,0.000002906778,0.00002432852,0.00003115552,0.0000374415,0.0002758125,0.002333143,0.9595846,0.03745571],"study_design_scores_gemma":[0.000006581486,0.000004783728,0.0001748031,0.00001993133,9.078107e-7,0.00001014348,0.00002900013,0.00004437052,0.00008167815,0.0006687543,0.9989569,0.000002045409],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001450845,0.002817659,0.007954193,0.02424209,0.01717869,0.0006045225,0.03018412,0.008990475,0.9065774],"genre_scores_gemma":[0.01139763,0.003046798,0.01892118,0.004575793,0.003032958,0.0005223377,0.05685655,0.003020321,0.8986264],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.466023,"threshold_uncertainty_score":0.7616534,"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."}}