{"id":"W4200593270","doi":"10.18280/ijdne.160602","title":"Analysis of Swamp Microalgal Isolates from South Sumatra as Biofuel Candidates","year":2021,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Algal biology and biofuel production","field":"Energy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chlorella vulgaris; Biofuel; Swamp; Biology; Botany; Scenedesmus; Radiata; Food science; Algae; Biotechnology; Ecology","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":[0.0001095659,0.000394563,0.0002819784,0.000957013,0.0005314588,0.0006350194,0.0001291093,0.0002158389,0.000754566],"category_scores_gemma":[0.0002427426,0.0001319992,0.0002963154,0.001317725,0.0001498844,0.0002789688,0.0005005169,0.0002332148,0.0002702315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001571753,"about_ca_system_score_gemma":0.000318831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005531223,"about_ca_topic_score_gemma":0.0116998,"domain_scores_codex":[0.9998358,0.00001224353,0.00002803361,0.00004270915,0.0000552366,0.00002602019],"domain_scores_gemma":[0.9998339,0.00002352058,0.00004267568,0.00001139617,0.00006854987,0.00001986749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000155469,0.00009003703,0.07552706,0.0001907204,0.00003063598,0.0007328484,0.000729725,0.000101433,0.9136844,0.00004037811,0.00007311935,0.00864419],"study_design_scores_gemma":[0.00001380175,0.0003897902,0.8543825,0.00006901166,0.0001811909,0.002385055,0.005517212,0.0006153489,0.1294292,0.00006863858,0.006923369,0.00002486565],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975159,0.0002663055,0.0002265656,0.00003793805,0.000006469961,0.00003641528,0.001015818,0.000005216275,0.0008893852],"genre_scores_gemma":[0.9908002,0.0008816809,0.002664056,0.00006260917,0.000007201438,0.00005725272,0.003335739,0.000007476672,0.002183772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005531223,"threshold_uncertainty_score":0.01099807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007941213730303877,"score_gpt":0.2413304290558719,"score_spread":0.2333892153255681,"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."}}