{"id":"W3163981207","doi":"10.3389/fenrg.2021.679061","title":"A Mini-Review on Applications of 3D Printing for Microbial Electrochemical Technologies","year":2021,"lang":"en","type":"article","venue":"Frontiers in Energy Research","topic":"Microbial Fuel Cells and Bioremediation","field":"Environmental Science","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates","keywords":"Scalability; Commercialization; Nanotechnology; Computer science; Biochemical engineering; Scale (ratio); Risk analysis (engineering); 3D printing; Emerging technologies; Process engineering; Systems engineering; Data science; Engineering; Materials science; Medicine; Mechanical engineering; Business","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":[0.0008101452,0.001188852,0.001194217,0.002914461,0.0003365501,0.00167965,0.0009373178,0.001115668,0.0103241],"category_scores_gemma":[0.001175904,0.0005369825,0.001108683,0.003090116,0.0003340607,0.002068745,0.0007761469,0.001431433,0.004777437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005429325,"about_ca_system_score_gemma":0.001357535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006472437,"about_ca_topic_score_gemma":0.00100933,"domain_scores_codex":[0.9994923,0.00007731863,0.00009673378,0.00009527638,0.000190591,0.0000477681],"domain_scores_gemma":[0.9991885,0.0003829732,0.0001138914,0.00002902041,0.0002396311,0.00004600109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001116203,0.0001233478,0.0002527723,0.05842522,0.0001769247,0.0004434049,0.0001436359,0.0006623529,0.02177183,0.006481108,0.05106429,0.8603434],"study_design_scores_gemma":[0.000006408277,0.0001068863,0.0004777919,0.002562276,0.000143295,0.0009153898,0.00004854702,0.0001754885,0.00558325,0.0009898054,0.9889625,0.00002841683],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004019525,0.9936556,0.001320708,0.0003790567,0.001168984,0.00001975842,0.00008325683,0.00003371187,0.002936946],"genre_scores_gemma":[0.001967154,0.9924907,0.00143407,0.0004396229,0.0006921835,0.00003231281,0.0001547223,0.0000153197,0.002773902],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0103241,"threshold_uncertainty_score":0.03453755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01736329063272136,"score_gpt":0.2883065239252927,"score_spread":0.2709432332925713,"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."}}