{"id":"W2783366914","doi":"10.1016/j.chempr.2017.12.012","title":"Lithium-Sulfur Batteries for Commercial Applications","year":2018,"lang":"en","type":"article","venue":"Chem","topic":"Advanced Battery Materials and Technologies","field":"Engineering","cited_by":251,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Sulfur; Lithium (medication); Environmental science; Engineering; Waste management; Materials science; Metallurgy; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002584015,0.000552721,0.000297758,0.0007766803,0.0007297634,0.001121731,0.0006171648,0.000882479,0.03849919],"category_scores_gemma":[0.0002874676,0.0001805869,0.0002502994,0.0007974542,0.000387989,0.001447522,0.0007240035,0.0007136223,0.01027232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008410961,"about_ca_system_score_gemma":0.0006308784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005477306,"about_ca_topic_score_gemma":0.001581901,"domain_scores_codex":[0.9998814,0.000008836353,0.000007381557,0.0000164978,0.00006759549,0.00001824352],"domain_scores_gemma":[0.9999125,0.000009316648,0.000007398427,0.000009692604,0.00004558776,0.00001561534],"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":[0.0005403055,0.0002797252,0.0008309883,0.001950389,0.00002471519,0.0003541729,0.0001961216,0.001125021,0.4902413,0.05336279,0.05952308,0.3915713],"study_design_scores_gemma":[0.00005699593,0.0004102631,0.0008287788,0.0001544505,0.00003164907,0.0004720555,0.0002365245,0.003231222,0.4000017,0.01419243,0.5803562,0.00002774247],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.2757724,0.1124362,0.06195928,0.01723742,0.005245984,0.0004186499,0.004305899,0.0076292,0.5149949],"genre_scores_gemma":[0.7123206,0.03230419,0.02674438,0.001005445,0.0009642204,0.0001667749,0.00306246,0.0007042738,0.2227277],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.03849919,"threshold_uncertainty_score":0.1287926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01541833147660742,"score_gpt":0.2434893551186011,"score_spread":0.2280710236419937,"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."}}