{"id":"W4415091685","doi":"10.1016/j.gexplo.2025.107920","title":"Constraining lithium-clay equilibria in sedimentary environments using a new thermodynamic dataset","year":2025,"lang":"en","type":"article","venue":"Journal of Geochemical Exploration","topic":"Extraction and Separation Processes","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Diagenesis; Sedimentary rock; Kaolinite; Brine; Structural basin; Clay minerals; Dissolution; Sedimentary basin","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0001422305,0.00008682614,0.0001383734,0.0001409934,0.00001886745,0.00003188548,0.00007916167,0.00006768826,0.00008396698],"category_scores_gemma":[0.00003900434,0.00008709572,0.00002969704,0.000151473,0.00001894558,0.0008361226,0.00001312415,0.0002125581,0.00000533369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001259567,"about_ca_system_score_gemma":0.00007901628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006098169,"about_ca_topic_score_gemma":0.000003170141,"domain_scores_codex":[0.9992479,0.00001952759,0.0004211579,0.00007304933,0.0001388943,0.00009948368],"domain_scores_gemma":[0.9997241,0.00004401461,0.00009488109,0.00007033307,0.00001434402,0.00005229473],"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":[0.00003790257,0.00003254293,0.0001160965,0.00002137809,0.00002947896,0.000006825068,0.0002554519,0.02590339,0.965616,0.00004457086,0.006737103,0.001199196],"study_design_scores_gemma":[0.002298308,0.00006125167,0.0002437869,0.0004059999,0.00007598198,0.00006948299,0.001038427,0.5488496,0.4068444,0.005970466,0.03382451,0.000317745],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8214701,0.0006142985,0.1745256,0.0007812036,0.000555151,0.0001256304,0.00003761082,0.00002604546,0.001864285],"genre_scores_gemma":[0.9973091,0.0001287027,0.001997807,0.0002312973,0.00009713824,0.000001454583,0.000165103,0.000008685478,0.00006073276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5587717,"threshold_uncertainty_score":0.355166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02665475728990086,"score_gpt":0.2878192854088795,"score_spread":0.2611645281189786,"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."}}