{"id":"W3202006869","doi":"10.1002/cjce.24317","title":"Sustainable cultivation of <scp><i>Haematococcus pluvialis</i></scp> and <scp><i>Chromochloris zofingiensis</i></scp> for the production of astaxanthin and co‐products","year":2021,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Algal biology and biofuel production","field":"Energy","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Environment Research Council; Sight Research UK","keywords":"Astaxanthin; Haematococcus pluvialis; Biomass (ecology); Context (archaeology); Wastewater; Pulp and paper industry; Food science; Raw material; By-product; Biofuel; Biorefining; Biology; Environmental science; Biotechnology; Environmental engineering; Biorefinery; Agronomy; Ecology; Engineering; Carotenoid","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002145655,0.0005852071,0.0002081239,0.0003294604,0.0001882549,0.0004098561,0.0002552246,0.0002164968,0.0003365451],"category_scores_gemma":[0.0001150767,0.0001317334,0.0003704034,0.0003876178,0.0001679619,0.0002407011,0.0004779202,0.0003285535,0.0001087833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003543555,"about_ca_system_score_gemma":0.0003683243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002626129,"about_ca_topic_score_gemma":0.004203675,"domain_scores_codex":[0.9998511,0.00001565192,0.00001479175,0.0000307506,0.00005014546,0.00003755156],"domain_scores_gemma":[0.9999417,0.000005678625,0.00001875771,0.000007619362,0.00001206352,0.00001426664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001991039,0.00001995978,0.0003358114,0.00002886229,0.000004932649,0.00003790462,0.000007727791,0.00009046485,0.9984369,0.000021159,0.00001209279,0.0009844223],"study_design_scores_gemma":[0.00001300446,0.0004958116,0.0131567,0.00001523097,0.00003007202,0.0002044131,0.0001180883,0.0009890138,0.9832547,0.00004031891,0.001671432,0.00001122506],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980173,0.0003059649,0.0007998038,0.0000343825,0.000006904375,0.00002848681,0.0001845115,0.00002357776,0.0005991553],"genre_scores_gemma":[0.9958932,0.0003226361,0.002627208,0.00001721963,0.000002176691,0.00002711406,0.000450553,0.000006435573,0.0006533995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002626129,"threshold_uncertainty_score":0.005221665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01008071081027441,"score_gpt":0.2042941753087713,"score_spread":0.1942134644984969,"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."}}