{"id":"W4415649913","doi":"10.3390/en18215644","title":"Scalable Hybrid Arrays Overcome Electrode Scaling Limitations in Micro-Photosynthetic Power Cells","year":2025,"lang":"en","type":"article","venue":"Energies","topic":"Microbial Fuel Cells and Bioremediation","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Scalability; Modular design; Electrode; Scaling; Software deployment; Power (physics); Voltage; Energy harvesting","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":[0.000464629,0.0004765756,0.0004472423,0.0002915007,0.0002247866,0.001237136,0.0008317263,0.0007284262,0.001877089],"category_scores_gemma":[0.001014278,0.0003820038,0.0004089033,0.0003597023,0.0003323402,0.001372378,0.0008869637,0.001090718,0.0008656816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000412591,"about_ca_system_score_gemma":0.0002378753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002409827,"about_ca_topic_score_gemma":0.000662401,"domain_scores_codex":[0.9995921,0.00003885811,0.00002564164,0.00009855298,0.0001878791,0.00005698904],"domain_scores_gemma":[0.9995098,0.0001911806,0.00005929901,0.0000632318,0.000145425,0.00003095713],"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":[0.00002796953,0.00003650058,0.000295313,0.0003044497,0.00002884783,0.0001424435,0.00007773434,0.002900525,0.9691253,0.001882931,0.0006354532,0.02454254],"study_design_scores_gemma":[0.00001417466,0.0002170536,0.0008289705,0.00002501324,0.00004512378,0.0001724872,0.00008710744,0.01877744,0.9650334,0.001302021,0.01347628,0.0000210204],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8051882,0.01301664,0.1610239,0.001254911,0.000589021,0.0001659097,0.0005774719,0.001962484,0.01622151],"genre_scores_gemma":[0.9368736,0.003722942,0.05470302,0.0003308025,0.0001089785,0.0002248244,0.0004153449,0.0001614251,0.003458979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001877089,"threshold_uncertainty_score":0.006279528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00838893621946613,"score_gpt":0.1969147915189263,"score_spread":0.1885258552994602,"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."}}