{"id":"W2064199376","doi":"10.1364/cleo_si.2013.cth3i.3","title":"Plasmonically Enhanced Biofilm Photobioreactors","year":2013,"lang":"en","type":"article","venue":"","topic":"Biocrusts and Microbial Ecology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Photobioreactor; Cyanobacteria; Biofilm; Light scattering; Scattering; Materials science; Environmental science; Optics; Biomass (ecology); Ecology; Biology; Physics; Bacteria","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":[0.0001628208,0.0005358722,0.000329917,0.0001862363,0.0001843066,0.0003009785,0.0004824458,0.0005866183,0.0008100114],"category_scores_gemma":[0.000182345,0.0003152607,0.0002981207,0.0001316421,0.0002203236,0.0002736207,0.0004916213,0.0007678973,0.0004300626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004953136,"about_ca_system_score_gemma":0.0002394274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001157569,"about_ca_topic_score_gemma":0.001982925,"domain_scores_codex":[0.999699,0.00002438534,0.00001029547,0.00005520671,0.0001492845,0.00006182399],"domain_scores_gemma":[0.9998918,0.0000195551,0.00002122306,0.000009522356,0.0000415699,0.00001635615],"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":[0.000008425134,0.000003437514,0.00001317952,0.00001134073,0.000001390143,0.000008163474,0.000005372104,0.00006191813,0.9994268,0.00002889992,0.00002374517,0.0004072917],"study_design_scores_gemma":[0.000005933305,0.00004707242,0.0003310725,0.000001913986,0.000003774846,0.00002392702,0.000006705667,0.001163174,0.9978567,0.00001646944,0.000539889,0.000003394031],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9717488,0.00166705,0.0223482,0.0002326116,0.0001020443,0.00006587036,0.0001718065,0.0004333833,0.003230068],"genre_scores_gemma":[0.9641702,0.001034504,0.02517528,0.0001898597,0.0000221794,0.00006870375,0.0001407407,0.00005167015,0.009146888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001157569,"threshold_uncertainty_score":0.003593802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007424898639251861,"score_gpt":0.1730324525669787,"score_spread":0.1656075539277269,"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."}}