{"id":"W4295106054","doi":"10.1016/j.jclepro.2022.134052","title":"Comprehensive biorefinery of invasive European green crab (Carcinus maenas) into multiple high-value biomolecules","year":2022,"lang":"en","type":"article","venue":"Journal of Cleaner Production","topic":"Protein Hydrolysis and Bioactive Peptides","field":"Biochemistry, Genetics and Molecular Biology","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Carcinus maenas; Astaxanthin; Food science; Chitin; Biorefinery; Chemistry; Biochemistry; Biology; Carotenoid; Raw material; Decapoda; Fishery; Organic chemistry; Crustacean","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":[0.0001830802,0.0004025589,0.0002325258,0.0002577979,0.0003018504,0.000291033,0.0001807383,0.0002098841,0.0003915055],"category_scores_gemma":[0.0001008281,0.0001149934,0.0002960003,0.0002558454,0.000177295,0.0002931852,0.0003384413,0.0003896709,0.0001360461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002781582,"about_ca_system_score_gemma":0.0004627796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001610307,"about_ca_topic_score_gemma":0.004585692,"domain_scores_codex":[0.9998988,0.000008049699,0.000005569709,0.00002013071,0.00004031369,0.00002711478],"domain_scores_gemma":[0.9999537,0.000006281318,0.000009930498,0.000008415808,0.00001168379,0.000009924779],"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":[0.00002915175,0.00002324376,0.0002887604,0.00003257005,0.00000552363,0.00005312041,0.00002062707,0.0003456939,0.996198,0.00005767767,0.00002526317,0.002920329],"study_design_scores_gemma":[0.000004914843,0.0002616759,0.009114918,0.000009712319,0.00002514558,0.0001317536,0.00006462082,0.0008004213,0.9872614,0.00007752583,0.00224142,0.000006431903],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994544,0.0006828314,0.002946802,0.00005246183,0.000007798655,0.00003813431,0.0001737963,0.00004262258,0.00151145],"genre_scores_gemma":[0.9923854,0.0008747005,0.003274141,0.00004954982,0.00000241744,0.00002925629,0.0003881843,0.00001466094,0.002981618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001610307,"threshold_uncertainty_score":0.003201783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01064535599991799,"score_gpt":0.2235835418639648,"score_spread":0.2129381858640469,"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."}}