{"id":"W3147090626","doi":"10.1007/978-981-15-7360-6_1","title":"Commercial Production of Astaxanthin from the Green Alga Haematococcus pluvialis","year":2021,"lang":"en","type":"book-chapter","venue":"Advances in experimental medicine and biology","topic":"Algal biology and biofuel production","field":"Energy","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"ASTER","funders":"","keywords":"Haematococcus pluvialis; Astaxanthin; Pluvialis; Ingredient; Biochemical engineering; Food science; Biotechnology; Environmental science; Biology; Engineering; Carotenoid","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001400655,0.0006344673,0.0001670035,0.0004983967,0.0003048518,0.0007634633,0.0003274188,0.0003442442,0.003212987],"category_scores_gemma":[0.0001045969,0.0001970863,0.0004022921,0.0008123376,0.0002423916,0.0007505071,0.0004396105,0.0006453829,0.001811775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004516717,"about_ca_system_score_gemma":0.0002374434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005460219,"about_ca_topic_score_gemma":0.001212293,"domain_scores_codex":[0.9999354,0.000006122314,0.000003243837,0.00001277333,0.00003241126,0.00001006985],"domain_scores_gemma":[0.999949,0.00001809412,0.000007286074,0.0000086352,0.000008981858,0.000008067834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008969345,0.00007508619,0.0001215256,0.0002138513,0.000009365499,0.0002799932,0.0000554317,0.0003704001,0.9693793,0.0007063324,0.0009252253,0.02777381],"study_design_scores_gemma":[0.00001602743,0.0002552906,0.001765745,0.00003783296,0.000024577,0.0004659714,0.00006554916,0.0004871821,0.9563981,0.0005672929,0.03990553,0.00001088216],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7098073,0.02505278,0.05151951,0.001770514,0.0008132393,0.0002764303,0.005487141,0.001368765,0.2039043],"genre_scores_gemma":[0.8211083,0.01259324,0.03497801,0.0002648129,0.000101873,0.00009801302,0.00656277,0.0005110883,0.1237818],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.003212987,"threshold_uncertainty_score":0.01074851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04016083112458316,"score_gpt":0.3211867911058732,"score_spread":0.28102595998129,"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."}}