{"id":"W4283074283","doi":"10.1080/09506608.2022.2086388","title":"Advanced manufacturing approaches for electrochemical energy storage devices","year":2022,"lang":"en","type":"article","venue":"International Materials Reviews","topic":"Supercapacitor Materials and Fabrication","field":"Materials Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Supercapacitor; Rapid prototyping; Flexibility (engineering); Energy storage; Materials science; Process engineering; Electrochemical energy storage; 3D printing; Nanotechnology; Casting; Slurry; Electrode; Manufacturing engineering; Computer science; Electrochemistry; Engineering; Metallurgy; Composite material","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":[0.0006813912,0.0008790118,0.0006088347,0.001539794,0.0003745938,0.001352771,0.001135942,0.00113058,0.004246605],"category_scores_gemma":[0.0008055596,0.0005684605,0.0008697626,0.001425691,0.0004105946,0.001173783,0.0009480276,0.001836097,0.003256063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000606972,"about_ca_system_score_gemma":0.0004216921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002090319,"about_ca_topic_score_gemma":0.000412938,"domain_scores_codex":[0.9990743,0.00007470897,0.0000971504,0.0001466231,0.0005590475,0.00004812266],"domain_scores_gemma":[0.9997019,0.00008414119,0.00004764616,0.00006135587,0.00009479285,0.00001017126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006203206,0.0001154226,0.0002507957,0.006832438,0.00009871656,0.0007714237,0.0002941452,0.003149973,0.6728805,0.03847513,0.006151003,0.2709184],"study_design_scores_gemma":[0.00002510167,0.0003121029,0.0006171878,0.0005514186,0.00008262962,0.002098876,0.00008151849,0.003743985,0.5636588,0.008856711,0.4199047,0.00006692183],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.0392474,0.3454938,0.5156739,0.0015953,0.003157492,0.0007577293,0.001327293,0.001301724,0.09144553],"genre_scores_gemma":[0.2113797,0.2496863,0.502759,0.001114503,0.0007356497,0.001178536,0.001504044,0.0002884777,0.0313538],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.004246605,"threshold_uncertainty_score":0.01420629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.042513501828626,"score_gpt":0.2696269041437817,"score_spread":0.2271134023151557,"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."}}