{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003870894,0.0001550672,0.0001723274,0.0001146227,0.00006610518,0.0000160231,0.0002032565,0.0001489147,0.0005062156],"category_scores_gemma":[0.00004581252,0.000124944,0.00008265764,0.0004054744,0.0001849298,0.0002142411,0.00002549026,0.0001604938,0.0001988772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003564727,"about_ca_system_score_gemma":0.0001062971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002079375,"about_ca_topic_score_gemma":0.0001151396,"domain_scores_codex":[0.9987671,0.0001155085,0.0002475976,0.0004946687,0.0001762782,0.0001988345],"domain_scores_gemma":[0.99936,0.000018364,0.00005811208,0.0004201292,0.00009057869,0.0000527751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001857195,0.0002734323,0.001151294,0.001723921,0.00007910427,0.00002208432,0.0006661187,0.0003977223,0.2975675,0.01269778,0.001083785,0.6841515],"study_design_scores_gemma":[0.0003181357,0.001004294,0.00975648,0.0005459639,0.0001475501,0.00005745348,0.0001709265,0.003899465,0.8170291,0.02861385,0.1377142,0.0007426331],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9418836,0.03653605,0.0008955183,0.008006072,0.004470772,0.000478202,0.00003938764,0.0009842645,0.006706095],"genre_scores_gemma":[0.9959984,0.0008172425,0.0006428581,0.0001125682,0.0005896395,0.00001659105,0.00004487541,0.00001846044,0.00175939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6834089,"threshold_uncertainty_score":0.5542706,"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."}}