{"id":"W6949498617","doi":"10.5281/zenodo.15016176","title":"Review of methods for lithium extraction from geothermal brines","year":2024,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Extraction and Separation Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fanshawe College","funders":"","keywords":"Extraction (chemistry); Lithium (medication); Geothermal gradient; Solvent extraction; Electrochemistry; Geothermal energy; Energy consumption; Roasting","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005375369,0.00139861,0.001556349,0.003153909,0.000540017,0.0008481652,0.0009873139,0.0009720512,0.005078627],"category_scores_gemma":[0.0004962015,0.0006901885,0.0009308304,0.00276512,0.000409895,0.001896148,0.0007027508,0.001365181,0.004087662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004460068,"about_ca_system_score_gemma":0.0007794306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007901494,"about_ca_topic_score_gemma":0.001037252,"domain_scores_codex":[0.9996065,0.00004269826,0.00006193388,0.00007874395,0.0001746011,0.00003544363],"domain_scores_gemma":[0.9997881,0.00008518153,0.00004259968,0.0000125585,0.00005931716,0.00001230398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000108241,0.0001993791,0.0001692922,0.08694041,0.0001836836,0.000509733,0.0001972736,0.00154805,0.06397599,0.008598023,0.02297591,0.814594],"study_design_scores_gemma":[0.00001365442,0.0001756163,0.0005449919,0.002111647,0.0001030246,0.001029602,0.00005662483,0.0003157975,0.01864354,0.001234612,0.9757228,0.00004809658],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001121567,0.9905628,0.003289032,0.0002170461,0.0003443067,0.000038988,0.0001380361,0.00005556176,0.004232606],"genre_scores_gemma":[0.00330507,0.9898843,0.003417635,0.0001985369,0.0002273491,0.00005582225,0.0001975424,0.00001670904,0.002697033],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005078627,"threshold_uncertainty_score":0.01698965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05156024966067413,"score_gpt":0.3480910359479614,"score_spread":0.2965307862872873,"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."}}