{"id":"W2195916243","doi":"10.1016/j.algal.2015.10.013","title":"Novel waveguide reactor design for enhancing algal biofilm growth","year":2015,"lang":"en","type":"article","venue":"Algal Research","topic":"Algal biology and biofuel production","field":"Energy","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Photobioreactor; Light intensity; Airlift; Productivity; Biomass (ecology); Materials science; Waveguide; Environmental engineering; Optics; Environmental science; Optoelectronics; Bioreactor; Botany; Physics; Biology; Ecology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004764286,0.0001877905,0.0002220508,0.0002271962,0.0002666601,0.00006180897,0.0003949199,0.0003280157,0.0001140019],"category_scores_gemma":[0.004186212,0.0001539613,0.00008486523,0.0004613842,0.0002599959,0.0002289261,0.0001567335,0.0004978967,0.0006020521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002310712,"about_ca_system_score_gemma":0.0004238813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001885304,"about_ca_topic_score_gemma":0.0002812675,"domain_scores_codex":[0.9972655,0.0003404635,0.0003219111,0.0005951331,0.0005772438,0.0008997699],"domain_scores_gemma":[0.9974093,0.0007185083,0.00006139538,0.0003861164,0.001139261,0.0002853532],"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":[0.001227921,0.0001825147,0.0001566362,0.00004916348,0.00008765824,0.00000991765,0.000339192,0.00002330311,0.9257365,0.03555196,0.0274885,0.00914671],"study_design_scores_gemma":[0.001254703,0.001121682,0.0004069744,0.00002960761,0.00001617572,0.00004079713,0.0003126889,0.0008860982,0.9155394,0.01628402,0.06378007,0.0003277821],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4508689,0.004141171,0.2856216,0.02505807,0.008288729,0.008385937,0.000227956,0.001724029,0.2156836],"genre_scores_gemma":[0.9807884,0.00003733472,0.01271329,0.0001629688,0.001611882,0.0001872789,0.0001062248,0.00004845337,0.004344224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5299194,"threshold_uncertainty_score":0.7738363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2115720951291571,"score_gpt":0.3782820298313529,"score_spread":0.1667099347021958,"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."}}