{"id":"W2619603235","doi":"10.18331/brj2017.4.2.4","title":"Biofuel production from Jerusalem artichoke tuber inulins: a review","year":2017,"lang":"en","type":"review","venue":"Biofuel Research Journal","topic":"Microbial Metabolites in Food Biotechnology","field":"Nursing","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Renewable Bioproducts Institute; Georgia Institute of Technology","keywords":"Jerusalem artichoke; Ethanol fuel; Ethanol fermentation; Inulin; Fermentation; Biofuel; Fructose; Bioprocess; Fructan; Kluyveromyces marxianus; Ethanol; Raw material; Food science; Chemistry; Bioenergy; Biomass (ecology); Yeast; Agronomy; Biotechnology; Biology; Biochemistry; Saccharomyces cerevisiae","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":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.007603404,0.0009756319,0.003688215,0.001826621,0.001612737,0.0009701604,0.003867588,0.001869154,0.0007937169],"category_scores_gemma":[0.0218447,0.0007424852,0.001317699,0.00143463,0.001373803,0.0005491856,0.001088104,0.01029397,0.003447974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001046384,"about_ca_system_score_gemma":0.00115199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008445688,"about_ca_topic_score_gemma":0.00005962309,"domain_scores_codex":[0.988204,0.003913837,0.002380959,0.001557651,0.001879536,0.002064005],"domain_scores_gemma":[0.9923156,0.0004528995,0.001858722,0.003309849,0.001412193,0.000650737],"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":[0.00005271558,0.0001699454,0.000007166116,0.02706452,0.000272788,0.0001883742,0.0000338965,5.510784e-9,0.0002761911,0.00001499886,0.03401202,0.9379074],"study_design_scores_gemma":[0.0002605927,0.0002193099,0.000004944988,0.1417257,0.0008553133,0.002161394,0.00001072516,2.043085e-7,0.0002042667,0.002261499,0.851696,0.0006000248],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004273362,0.9821536,0.000006369512,0.005877729,0.00830327,0.002751534,0.0002187199,0.0001590473,0.0004869895],"genre_scores_gemma":[0.0000104815,0.9892176,0.00150993,0.0001688433,0.007625499,0.0001532607,0.00009548837,0.0002369486,0.0009819288],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9373074,"threshold_uncertainty_score":0.999687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3483013471218489,"score_gpt":0.5108150794221612,"score_spread":0.1625137323003123,"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."}}