{"id":"W4214497554","doi":"10.18331/brj2022.9.1.2","title":"Microalgae growth and diversity in anaerobic digestate compared to synthetic media","year":2022,"lang":"en","type":"article","venue":"Biofuel Research Journal","topic":"Algal biology and biofuel production","field":"Energy","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Türkiye Bilimsel ve Teknolojik Araştırma Kurumu","keywords":"Digestate; Biomass (ecology); Chlorella sorokiniana; Food science; Nutrient; Polyunsaturated fatty acid; Photobioreactor; Chemistry; Biology; Bioenergy; Pulp and paper industry; Biotechnology; Botany; Anaerobic digestion; Chlorella; Fatty acid; Algae; Biofuel; Agronomy; Ecology; Biochemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002553132,0.0001148289,0.0001765179,0.000602787,0.001592748,0.00006305151,0.0004188384,0.00006369603,0.0004350027],"category_scores_gemma":[0.0004733479,0.0001023672,0.00004193029,0.0007021566,0.0002514139,0.0001238631,0.001257323,0.001214258,0.00004844906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002490319,"about_ca_system_score_gemma":0.00009699578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001337079,"about_ca_topic_score_gemma":0.0004507027,"domain_scores_codex":[0.9972815,0.001030745,0.0002271133,0.0003323692,0.0005372607,0.0005909952],"domain_scores_gemma":[0.9991965,0.0001908319,0.00005199174,0.0001550958,0.0001351721,0.0002704334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005433646,0.001109402,0.5629561,0.0002067822,0.0001964336,0.001790552,0.0154426,0.00041461,0.3513949,0.005747091,0.008057584,0.04725027],"study_design_scores_gemma":[0.004367941,0.001953695,0.8329492,0.0000889,0.00003810733,0.002303231,0.01081,0.0001044752,0.02464131,0.06730749,0.05433647,0.001099224],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941447,0.001007317,0.000004836548,0.003330301,0.0003440387,0.0001516056,0.00001803677,0.00001948489,0.0009796923],"genre_scores_gemma":[0.9988332,0.0004798517,0.0001915447,0.0001154296,0.0001710614,0.00001105931,0.00001133054,0.00001031212,0.0001761611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3267536,"threshold_uncertainty_score":0.999707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07318700963203563,"score_gpt":0.312349055918999,"score_spread":0.2391620462869634,"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."}}