{"id":"W4319763369","doi":"10.1016/j.ccr.2023.215055","title":"State and future implementation perspectives of porous carbon-based hybridized matrices for lithium sulfur battery","year":2023,"lang":"en","type":"article","venue":"Coordination Chemistry Reviews","topic":"Advanced Battery Materials and Technologies","field":"Engineering","cited_by":55,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo; University of Toronto","funders":"","keywords":"Battery (electricity); Anode; Sulfur; Chemistry; Energy storage; Cathode; Raw material; Carbon fibers; Nanotechnology; Energy density; Dissolution; Lithium–sulfur battery; Porosity; Process engineering; Engineering physics; Materials science; Electrochemistry; Electrode; Engineering; Power (physics); Organic chemistry; Composite material","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":[0.0008089988,0.000239915,0.0002925475,0.0002657981,0.0002493792,0.001554287,0.0008159986,0.001425802,0.004818244],"category_scores_gemma":[0.0004062316,0.0001668409,0.0002247708,0.0003754042,0.0006935327,0.002306987,0.0006159871,0.0007951807,0.0006474436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000892938,"about_ca_system_score_gemma":0.0008620938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001028383,"about_ca_topic_score_gemma":0.002420152,"domain_scores_codex":[0.999816,0.0000275556,0.00001130834,0.00003124442,0.00005859089,0.00005528963],"domain_scores_gemma":[0.9998653,0.00004912934,0.00001335425,0.00001191421,0.00004020196,0.00002015456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004547533,0.0003306275,0.0005286711,0.004267334,0.00007450102,0.0004405013,0.0005003315,0.007412905,0.2793311,0.3573989,0.01924871,0.3300118],"study_design_scores_gemma":[0.00005525511,0.001410987,0.0008478317,0.0005509444,0.00007157365,0.0004241025,0.0008303635,0.01230811,0.1737531,0.04503978,0.764639,0.00006897048],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1420244,0.7206569,0.02365992,0.01671527,0.001664826,0.00007543736,0.0003017801,0.0003879468,0.09451362],"genre_scores_gemma":[0.630478,0.3343667,0.01378761,0.001492853,0.0004801972,0.00007721697,0.0002665268,0.00005600975,0.01899498],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004818244,"threshold_uncertainty_score":0.01611859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01426572568719247,"score_gpt":0.2757048936469889,"score_spread":0.2614391679597964,"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."}}