{"id":"W4409707480","doi":"10.37867/te160409","title":"AN OVERVIEW OF GREEN ALGAE-BASED BIOFUEL PRODUCTION","year":2024,"lang":"en","type":"article","venue":"Towards Excellence","topic":"Algal biology and biofuel production","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Biofuel; Production (economics); Algae; Environmental science; Biochemical engineering; Business; Biotechnology; Biology; Engineering; Botany; Economics","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":[0.0003408609,0.001171055,0.001142869,0.002653667,0.0003819533,0.001294853,0.0007174682,0.0009327853,0.006572507],"category_scores_gemma":[0.0002772453,0.0004111369,0.000967097,0.003435586,0.0002437039,0.001588268,0.0006810669,0.00121418,0.004008583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006596043,"about_ca_system_score_gemma":0.0009079969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001080073,"about_ca_topic_score_gemma":0.001213867,"domain_scores_codex":[0.9997882,0.00002415519,0.00002771745,0.00005008023,0.00008140553,0.00002838398],"domain_scores_gemma":[0.9998828,0.00003766807,0.00002031745,0.00000535183,0.00003813361,0.0000156943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001813457,0.0001836372,0.0005077665,0.04729599,0.0001287017,0.0006799684,0.0001480517,0.001499308,0.032384,0.01395732,0.04123281,0.8618011],"study_design_scores_gemma":[0.000005201462,0.0001274332,0.0005599776,0.001679978,0.00007005066,0.0005268183,0.00004705747,0.0001753592,0.002615629,0.001865022,0.9923069,0.00002054315],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001081203,0.9841663,0.001680797,0.0003716482,0.0005567055,0.00002891198,0.0002558872,0.00007341437,0.01178522],"genre_scores_gemma":[0.00343644,0.9900163,0.001911115,0.0002844547,0.0002475521,0.00003458013,0.000395765,0.00001489528,0.003658963],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006572507,"threshold_uncertainty_score":0.02198726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0582129990011895,"score_gpt":0.3155026420399096,"score_spread":0.2572896430387202,"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."}}