{"id":"W4283457387","doi":"10.3390/foods11131883","title":"Health Benefits, Food Applications, and Sustainability of Microalgae-Derived N-3 PUFA","year":2022,"lang":"en","type":"review","venue":"Foods","topic":"Algal biology and biofuel production","field":"Energy","cited_by":87,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Sustainability; Polyunsaturated fatty acid; Health benefits; Environmental science; Food science; Natural resource economics; Business; Chemistry; Biotechnology; Biology; Ecology; Economics; Biochemistry; Medicine; Traditional medicine; Fatty acid","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":[0.0005061762,0.0002647376,0.001052334,0.0001112294,0.000217954,0.000007969377,0.0002301516,0.0002755219,0.000134707],"category_scores_gemma":[0.00007148514,0.0002269066,0.0002006036,0.0003220738,0.0001550585,0.0000333554,0.0002031762,0.0003674428,0.000005450445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002338807,"about_ca_system_score_gemma":0.0004300952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002313438,"about_ca_topic_score_gemma":0.00007422433,"domain_scores_codex":[0.9981174,0.0003976354,0.0005787006,0.000553668,0.00009735311,0.0002552294],"domain_scores_gemma":[0.9987622,0.0001017878,0.0004754004,0.0005317622,0.00006145822,0.0000673817],"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":[0.000007942142,0.0000641193,0.00001508539,0.01488399,0.0001077597,1.309164e-7,0.00002881284,0.000001292948,2.554728e-7,0.007839309,0.0001273216,0.976924],"study_design_scores_gemma":[0.00007610107,0.000391673,0.00003390328,0.0001549682,0.0001126694,0.00002588481,0.00005031851,2.375981e-7,0.000005393878,0.001854738,0.9971083,0.0001857806],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002510542,0.9979466,0.00005102792,0.0002329516,0.0001398661,0.00110712,0.0001651295,0.00006177872,0.0002704138],"genre_scores_gemma":[0.000266264,0.9979337,0.0001732317,0.00004058792,0.0001684896,0.0004953017,0.0007763471,0.00002865015,0.0001173803],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.996981,"threshold_uncertainty_score":0.9252982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03735708918062619,"score_gpt":0.3093392708210903,"score_spread":0.2719821816404641,"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."}}