{"id":"W4416523146","doi":"10.1016/j.cej.2025.170707","title":"An electrochemical reactor that enables continuous and uniform flow of high-viscosity slurry for semi-solid flow batteries","year":2025,"lang":"en","type":"article","venue":"Chemical Engineering Journal","topic":"Advanced battery technologies research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Hydrogen Science Research Center, Shanghai Jiao Tong University; Shanghai Jiao Tong University; Center for High Performance Computing, Shanghai Jiao Tong University","keywords":"Slurry; Flow (mathematics); Rotational speed; Electrolyte; Electrochemistry; Rotation (mathematics); Current (fluid); Energy storage; Energy consumption; Power (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":[0.0006101461,0.0003319403,0.0005386914,0.0003386054,0.000328176,0.0008453215,0.001059494,0.0009284613,0.001025395],"category_scores_gemma":[0.0007584069,0.0005210767,0.0004169861,0.0002460296,0.0003243545,0.001001014,0.0005268797,0.001088398,0.000561645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002611931,"about_ca_system_score_gemma":0.0004177771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002555236,"about_ca_topic_score_gemma":0.0004843289,"domain_scores_codex":[0.9996467,0.00004323958,0.00003883267,0.00008154209,0.0001555591,0.00003421103],"domain_scores_gemma":[0.9997447,0.00007719336,0.00005309795,0.00003303048,0.00005701215,0.00003490248],"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":[0.00005220694,0.00004483242,0.00007931689,0.00006403229,0.00000549893,0.00004330469,0.0000185298,0.00008277698,0.9935637,0.0004524041,0.0002115329,0.005382],"study_design_scores_gemma":[0.00003011807,0.0001209866,0.0003672377,0.000004963043,0.00001390455,0.0001808553,0.000007880715,0.004167561,0.9918585,0.0000520221,0.003182793,0.00001298799],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.772085,0.002728286,0.2140731,0.0008112817,0.0006583564,0.0003130536,0.0008122495,0.002614979,0.005903628],"genre_scores_gemma":[0.8602778,0.001068662,0.1328455,0.0002751387,0.0001324925,0.0001984291,0.0006725062,0.000284973,0.004244498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001059494,"threshold_uncertainty_score":0.003430307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006526629582476399,"score_gpt":0.234466564929101,"score_spread":0.2279399353466246,"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."}}