{"id":"W3047789608","doi":"10.2138/gselements.16.4.265","title":"From Mine to Mind and Mobiles: Society’s Increasing Dependence on Lithium","year":2020,"lang":"en","type":"article","venue":"Elements","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":91,"is_retracted":false,"has_abstract":true,"ca_institutions":"NORAM (Canada); Hatch (Canada)","funders":"","keywords":"Laptop; Lithium (medication); Mobile phone; Battery (electricity); Computer science; Engineering physics; Internet privacy; Telecommunications; Engineering; Psychology; Psychiatry; Physics","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":[0.0009060127,0.0004930799,0.0003981288,0.0007967026,0.003730719,0.005874276,0.0005805995,0.003081989,0.01802675],"category_scores_gemma":[0.002499083,0.0002626923,0.0003224335,0.001079949,0.006381592,0.01090193,0.003424394,0.005435992,0.007373503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001443702,"about_ca_system_score_gemma":0.002031052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00313973,"about_ca_topic_score_gemma":0.006009104,"domain_scores_codex":[0.9989807,0.0002151028,0.00004529353,0.0001446268,0.0004718816,0.0001424112],"domain_scores_gemma":[0.9984215,0.0003992444,0.0001035249,0.0001240027,0.0004901414,0.0004614915],"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":[0.00006958073,0.00004155271,0.001487649,0.0004362296,0.0000150387,0.0004571173,0.009863524,0.00008307979,0.00235265,0.1405737,0.6532698,0.19135],"study_design_scores_gemma":[0.000002999517,0.00002254889,0.0005238484,0.0001579039,0.000002874594,0.0004780323,0.002014742,0.0000298812,0.0001635928,0.01468278,0.9819074,0.00001346366],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01506143,0.1040941,0.003835642,0.6318291,0.02086932,0.0000264458,0.0003649919,0.0004628888,0.223456],"genre_scores_gemma":[0.1942911,0.2088257,0.006253569,0.2474536,0.0193341,0.0001007701,0.0004355527,0.0006061254,0.3226995],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01802675,"threshold_uncertainty_score":0.06030548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02400011122593107,"score_gpt":0.2813663585856174,"score_spread":0.2573662473596864,"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."}}