{"id":"W7135549383","doi":"","title":"Lithium sources and deposit types","year":2025,"lang":"cs","type":"dissertation","venue":"Digital Repository (National Repository of Grey Literature)","topic":"Extraction and Separation Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lithium (medication); Pegmatite; Fossil fuel; Raw material; Component (thermodynamics); Tantalum; Spodumene; Geothermal gradient","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":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0001555776,0.0008574116,0.0008385094,0.0007650792,0.0006077299,0.00245493,0.0004138145,0.001017905,0.0000104941],"category_scores_gemma":[0.0004713021,0.0009162804,0.0003848847,0.0007062322,0.0001693121,0.002132148,0.00006948053,0.0008914026,0.00001345113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002385413,"about_ca_system_score_gemma":0.0006042298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002874269,"about_ca_topic_score_gemma":0.000009125578,"domain_scores_codex":[0.9955368,0.00009707778,0.001661575,0.000948531,0.001358365,0.0003976253],"domain_scores_gemma":[0.9951704,0.0005360519,0.0007873879,0.0004154721,0.002821969,0.0002687697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.006492075,0.005326927,0.1452376,0.0978622,0.01487915,0.001912968,0.06276223,0.02523668,0.4572046,0.09021692,0.06640003,0.02646862],"study_design_scores_gemma":[0.003143328,0.0008703758,0.09293237,0.0190185,0.001578855,0.002550391,0.002830751,0.01120571,0.5241427,0.004583351,0.3314098,0.005733815],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2711647,0.04214484,0.0002328705,0.0000634458,0.005826272,0.0006784046,0.0003068056,0.0003652697,0.6792173],"genre_scores_gemma":[0.773429,0.0003730625,0.0002012161,0.0000502533,0.0006528561,0.00005392625,0.001207043,0.00007741945,0.2239553],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5022642,"threshold_uncertainty_score":0.9993288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006312954175750142,"score_gpt":0.2337779016418121,"score_spread":0.227464947466062,"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."}}