{"id":"W3180589254","doi":"10.1016/j.ultsonch.2021.105666","title":"Optimization of ultrasonic-assisted extraction of astaxanthin from green tiger (Penaeus semisulcatus) shrimp shell","year":2021,"lang":"en","type":"article","venue":"Ultrasonics Sonochemistry","topic":"Algal biology and biofuel production","field":"Energy","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Astaxanthin; Extraction (chemistry); Acetone; Petroleum ether; Chromatography; Yield (engineering); Solvent; Shrimp; Chemistry; Hexane; Response surface methodology; Materials science; Fishery; Carotenoid; Organic chemistry; Biochemistry; Biology","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":[0.0002208528,0.0004591306,0.0003442733,0.0003002887,0.0001332799,0.0002682756,0.0001672852,0.0002538774,0.0004630018],"category_scores_gemma":[0.0002169988,0.0001526441,0.0002548574,0.0003390779,0.0001344068,0.0002932123,0.0002195676,0.0002750632,0.0001789539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001279361,"about_ca_system_score_gemma":0.0001887649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003761209,"about_ca_topic_score_gemma":0.001170553,"domain_scores_codex":[0.9998413,0.00003137151,0.00001956156,0.00003529465,0.00005478249,0.00001761502],"domain_scores_gemma":[0.9999492,0.00001296848,0.00001406814,0.000002695866,0.00001539127,0.000005650296],"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":[0.00006963018,0.00001882628,0.0002005704,0.0001289882,0.000007051323,0.00004491158,0.00001394081,0.0001914155,0.9960139,0.00001908289,0.00001501777,0.003276794],"study_design_scores_gemma":[0.00002247619,0.0005028857,0.0053914,0.00001573749,0.00004632201,0.0001650185,0.00005768821,0.001450227,0.9896327,0.00003260954,0.002667821,0.0000149642],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876332,0.002919068,0.008148972,0.00005512582,0.00002129755,0.00006187786,0.0001395439,0.00004077344,0.0009800598],"genre_scores_gemma":[0.9758577,0.003157049,0.01783097,0.00008900125,0.00001320083,0.00009378315,0.000444524,0.00002761725,0.002486196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004630018,"threshold_uncertainty_score":0.001548946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01283331147976343,"score_gpt":0.2414083749100923,"score_spread":0.2285750634303289,"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."}}