{"id":"W1982828355","doi":"10.1115/imece2012-88462","title":"Cultivating Photosynthetic Bacteria in a Planar-Stack Optofluidic Photobioreactor","year":2012,"lang":"en","type":"article","venue":"Volume 9: Micro- and Nano-Systems Engineering and Packaging, Parts A and B","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Photobioreactor; Stack (abstract data type); Planar; Biofilm; Materials science; Nanotechnology; Computer science; Bacteria; Biomass (ecology); Computer graphics (images); Ecology; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007035505,0.0002699324,0.0003873951,0.000166529,0.0001372294,0.0003259806,0.00008755686,0.0001084666,0.00005362419],"category_scores_gemma":[0.00004214407,0.0002268675,0.00003070986,0.0001359443,0.0000752956,0.0002967312,0.00007403287,0.000148098,0.00001901641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002812758,"about_ca_system_score_gemma":0.00002377572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000699979,"about_ca_topic_score_gemma":0.000006257784,"domain_scores_codex":[0.9983894,0.00005989865,0.0003289493,0.0003573943,0.0001548885,0.0007094257],"domain_scores_gemma":[0.9993458,0.00008267041,0.00007171559,0.000169388,0.00002511213,0.0003053119],"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":[0.00001290588,0.00003626559,0.06708284,0.0003514437,0.00001012828,0.000007230524,0.001083914,0.000002793265,0.9306723,0.0000565943,0.0003382034,0.0003453725],"study_design_scores_gemma":[0.003177159,0.0003029302,0.09598493,0.002857308,0.00007516204,0.0007735004,0.001698704,0.004569968,0.5182751,0.000007894815,0.3701892,0.002088072],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911506,0.00789256,0.00004940718,0.0000294856,0.0003760422,0.0002669822,0.00006259372,0.00006850968,0.0001038644],"genre_scores_gemma":[0.9986272,0.0004530544,0.0002368166,0.00001579336,0.0001587475,0.00004449092,0.00001113801,0.00003331179,0.000419441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4123972,"threshold_uncertainty_score":0.9251386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01133846339969471,"score_gpt":0.221446250611969,"score_spread":0.2101077872122743,"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."}}