{"id":"W4206204017","doi":"10.1039/d1gc03127a","title":"Recent progress on immobilization technology in enzymatic conversion of marine by-products to concentrated omega-3 fatty acids","year":2021,"lang":"en","type":"article","venue":"Green Chemistry","topic":"Enzyme Catalysis and Immobilization","field":"Biochemistry, Genetics and Molecular Biology","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Ocean Frontier Institute; Memorial University of Newfoundland","keywords":"Omega; Chemistry; Enzyme; Biochemistry; Organic chemistry; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004722538,0.0008352845,0.00053471,0.001231937,0.0002156677,0.0006116978,0.0003968846,0.0004257149,0.001266872],"category_scores_gemma":[0.0003199269,0.0002957879,0.0004520372,0.001666275,0.0001830118,0.0009319991,0.0004252864,0.000613148,0.001127642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003725692,"about_ca_system_score_gemma":0.0005112698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006421724,"about_ca_topic_score_gemma":0.001258787,"domain_scores_codex":[0.9997856,0.00003057181,0.00003120062,0.00004643629,0.00007939939,0.00002675576],"domain_scores_gemma":[0.9998639,0.0000486297,0.00002365499,0.000008591267,0.00004535584,0.000009873948],"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":[0.000159556,0.0001233738,0.0007618217,0.01224875,0.0001463074,0.0003947664,0.0001388029,0.001477001,0.4837714,0.001785584,0.003559983,0.4954327],"study_design_scores_gemma":[0.0000129826,0.0007073683,0.004320084,0.000936404,0.0004785266,0.001821343,0.00013627,0.00207339,0.4940297,0.002237881,0.4931549,0.00009116115],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02960062,0.933515,0.02608174,0.0007275121,0.0004903065,0.00005353414,0.0002601521,0.0002084107,0.009062703],"genre_scores_gemma":[0.04639176,0.9324741,0.01427807,0.0003243261,0.0003189372,0.00004905753,0.0006968961,0.00002547443,0.005441355],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001266872,"threshold_uncertainty_score":0.004238069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007465103338507796,"score_gpt":0.2328639880566465,"score_spread":0.2253988847181387,"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."}}