{"id":"W7020851345","doi":"","title":"Marine and fresh water growth and harvesting in a single photobioreactor : advantages and challenges","year":2014,"lang":"en","type":"article","venue":"NPARC","topic":"Algal biology and biofuel production","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Photobioreactor; Clogging; Capital cost; Biomass (ecology); Electrocoagulation; Current (fluid); Raw material","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000470931,0.0005719463,0.0006823754,0.0003218199,0.0002875312,0.001272354,0.0007237918,0.0009286322,0.000894576],"category_scores_gemma":[0.0002432723,0.0004073129,0.0006878148,0.000379983,0.000360693,0.001042888,0.0007980258,0.001084142,0.0007318252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004423806,"about_ca_system_score_gemma":0.000369541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008990968,"about_ca_topic_score_gemma":0.001636379,"domain_scores_codex":[0.9993677,0.00004700686,0.00003233154,0.0001738053,0.0003128963,0.00006645551],"domain_scores_gemma":[0.9997115,0.00005909315,0.00007177107,0.0000327196,0.00007190494,0.0000531284],"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":[0.00003688286,0.00003828209,0.0003495006,0.0002881523,0.00001291578,0.00008492508,0.00002653081,0.0003749697,0.9798114,0.0002762031,0.0001366692,0.01856362],"study_design_scores_gemma":[0.0000105231,0.0005668605,0.005421389,0.00004599588,0.00006629398,0.001003649,0.0001938358,0.005848702,0.9727919,0.0003759732,0.01363579,0.00003909722],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8272155,0.03533135,0.1255438,0.001791295,0.0002965859,0.0002263717,0.0003218392,0.0005795921,0.008693467],"genre_scores_gemma":[0.7924079,0.02141501,0.1718493,0.0005316543,0.0001903721,0.0002245814,0.0005462881,0.000194447,0.01264048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001272354,"threshold_uncertainty_score":0.00320977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01775284612989926,"score_gpt":0.2056868471177254,"score_spread":0.1879340009878262,"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."}}