{"id":"W7005849560","doi":"","title":"Scale-up and Measurement Enhancements of a BioGenerator Bioreactor","year":2024,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Developmental Biology and Gene Regulation","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ferrous; Oxidizing agent; Microbial fuel cell; Ferric; Aeration; Renewable energy; Redox; Bioreactor; Sulfate","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002478118,0.0001650833,0.000140072,0.0001578139,0.00006868796,0.00004081041,0.0001638026,0.0001763048,0.00001230513],"category_scores_gemma":[0.00001113807,0.0001505118,0.00006383058,0.0001600796,0.0001133373,0.00003285928,0.0001725193,0.00008687912,0.00002037903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004499101,"about_ca_system_score_gemma":0.0000946963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.800215e-7,"about_ca_topic_score_gemma":0.0001844527,"domain_scores_codex":[0.9990018,0.00008160336,0.0001557976,0.0004025559,0.0001745901,0.0001836625],"domain_scores_gemma":[0.9995577,0.000005908267,0.00005656226,0.0001917791,0.00009413145,0.00009391016],"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":[0.00006754763,0.000021364,0.4296093,0.00004533464,0.00009153546,0.000006462335,0.00004604148,2.793195e-7,0.5662641,0.000006571589,0.000002299741,0.003839144],"study_design_scores_gemma":[0.0003072452,0.0001252133,0.3773993,0.00008628882,0.00003603332,0.00001114276,0.00003167678,1.2813e-7,0.6142166,0.00001290818,0.007620559,0.0001528966],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979548,0.001005739,0.0004096592,0.0000650541,0.0003146097,0.0001468043,0.00003398261,0.00002290536,0.0000464513],"genre_scores_gemma":[0.9977803,0.0002315742,0.0000520515,0.00005962326,0.00006194072,0.000001181867,0.0000761918,0.00001503516,0.00172212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05221003,"threshold_uncertainty_score":0.6137694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06359979165495722,"score_gpt":0.2981887222183953,"score_spread":0.2345889305634381,"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."}}