{"id":"W2631720734","doi":"10.3133/sir20105070o","title":"Mineral-deposit model for lithium-cesium-tantalum pegmatites","year":2017,"lang":"en","type":"article","venue":"Scientific investigations report","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":115,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pegmatite; Spodumene; Muscovite; Albite; Geology; Tourmaline; Geochemistry; Mineral; Mineralogy; Quartz; Feldspar; Tantalum; Metallurgy; Materials science; Ceramic","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":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001192741,0.0001561548,0.0001611053,0.00009081772,0.002863421,0.001875254,0.001492885,0.00008853564,0.00001089],"category_scores_gemma":[0.002153707,0.0001467059,0.0001082467,0.0002023486,0.0006213132,0.0009706462,0.0003589792,0.0001053105,0.00003155569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003118238,"about_ca_system_score_gemma":0.0003402671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002857528,"about_ca_topic_score_gemma":0.00004339982,"domain_scores_codex":[0.9980529,0.00001671988,0.000436037,0.0007769515,0.000358887,0.0003584906],"domain_scores_gemma":[0.9964,0.00004629457,0.0004809569,0.002299077,0.0005943534,0.000179292],"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":[0.000005909745,0.000297343,0.03992628,0.0004778597,0.0000909261,0.0003157232,0.005701972,0.02489308,0.4248099,0.2737647,0.227261,0.002455364],"study_design_scores_gemma":[0.0001347043,0.00000914356,0.002332338,0.00003867274,0.00001168343,0.0002037268,0.00001892184,0.8456782,0.02900452,0.1015905,0.02074708,0.0002305796],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1416036,0.00004286164,0.7530881,0.01893863,0.002808027,0.0007315495,0.00002883863,0.0003935041,0.08236489],"genre_scores_gemma":[0.6390187,4.252405e-7,0.1929706,0.0001094833,0.00008132792,0.0001035384,0.00006338742,0.000003898725,0.1676487],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.820785,"threshold_uncertainty_score":0.9991609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04868285537284104,"score_gpt":0.2766901782240662,"score_spread":0.2280073228512252,"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."}}