{"id":"W4388676000","doi":"10.5376/jeb.2023.14.0003","title":"Algae Bioenergy: A New Power Source for Sustainable Development","year":2023,"lang":"en","type":"article","venue":"Journal of Energy Bioscience","topic":"Algal biology and biofuel production","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bioenergy; Fossil fuel; Algae; Biofuel; Biomass (ecology); Environmental science; Raw material; Algae fuel; Carbon dioxide; Waste management; Ecology; Engineering; Chemistry; Biology; Biodiesel","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":[],"consensus_categories":[],"category_scores_codex":[0.0008072733,0.0001433086,0.0001974548,0.0003587508,0.0003060892,0.00005133374,0.0004096678,0.000124468,0.00005879976],"category_scores_gemma":[0.0003895072,0.0001050498,0.0001137456,0.0009584733,0.0001325975,0.0003282421,0.00009540562,0.00009744321,0.00002058912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001009345,"about_ca_system_score_gemma":0.0005046086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001771195,"about_ca_topic_score_gemma":0.00004123891,"domain_scores_codex":[0.9985366,0.00003920037,0.0004165304,0.000247571,0.0002618423,0.0004982724],"domain_scores_gemma":[0.9989536,0.000070673,0.0003091569,0.0001523649,0.0003420621,0.0001721747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001183481,0.0003988589,0.001444728,0.00009327046,0.0003096815,0.0002980441,0.002077781,0.01337847,0.2875667,0.3282693,0.1790595,0.1859201],"study_design_scores_gemma":[0.0003899276,0.0003250376,0.001192464,0.00001778403,0.00001050126,0.00007465199,0.0005950618,0.0001066149,0.07239415,0.005250049,0.9194677,0.0001760582],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9032724,0.001664293,0.06930024,0.01028586,0.004560969,0.0002148947,0.000002413582,0.0003303065,0.01036864],"genre_scores_gemma":[0.9305291,0.00008891397,0.003834616,0.0006099296,0.0005570609,0.000005507065,0.000006148511,0.00001708147,0.06435163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7404082,"threshold_uncertainty_score":0.4283805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01645975793551406,"score_gpt":0.2464391249265686,"score_spread":0.2299793669910546,"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."}}