{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001721146,0.0005707363,0.0003707526,0.0001594364,0.0002271787,0.0004604553,0.0004657923,0.0003578709,0.0002640102],"category_scores_gemma":[0.0001799892,0.0002676451,0.0003978976,0.0002165647,0.0001828233,0.0003369226,0.0004158466,0.000409701,0.0003303643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002771597,"about_ca_system_score_gemma":0.0005322463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002808378,"about_ca_topic_score_gemma":0.004595292,"domain_scores_codex":[0.9997938,0.00001738785,0.00001384029,0.00005676489,0.00008058082,0.00003769899],"domain_scores_gemma":[0.9999228,0.00001337995,0.00001967849,0.000008514033,0.00001871778,0.0000169988],"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":[0.00001348552,0.00001020119,0.0001157008,0.00001527323,0.000002872454,0.00001029599,0.000006272103,0.0003501474,0.9986486,0.0000170605,0.00000743378,0.0008027615],"study_design_scores_gemma":[0.000006755441,0.0002865728,0.001211265,0.000004414544,0.00002212965,0.0000637068,0.00003532381,0.003349975,0.9943574,0.00002082097,0.000633005,0.000008549847],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847026,0.0002965951,0.01392883,0.00006548944,0.00001882236,0.00004586184,0.0001524846,0.0001401424,0.0006491204],"genre_scores_gemma":[0.9031788,0.0008563728,0.09287452,0.00004704923,0.00001363271,0.00007814764,0.0004547266,0.00003375035,0.00246299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002808378,"threshold_uncertainty_score":0.005584061,"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."}}