{"id":"W4403349252","doi":"10.2139/ssrn.4985438","title":"On-Site Biofouling Removal Enhances the Nutritional and Gustatory Value of Oysters from Non-Fed Aquaculture and the Recovery of Essential Biomolecules for Human Consumption","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Food Industry and Aquatic Biology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Aquaculture; Biofouling; Consumption (sociology); Value (mathematics); Fishery; Biochemical engineering; Natural resource economics; Biology; Fish <Actinopterygii>; Engineering; Economics; Computer science; Biochemistry","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":[0.00007147359,0.0003575634,0.0003581712,0.00009174273,0.0002019066,0.0004351269,0.0002039315,0.0003525801,0.002465199],"category_scores_gemma":[0.0001481396,0.0000914387,0.0003597116,0.00009250719,0.0001865948,0.0002373199,0.0006130747,0.0004868774,0.0004342789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001794539,"about_ca_system_score_gemma":0.0002201069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001456276,"about_ca_topic_score_gemma":0.002413886,"domain_scores_codex":[0.9999021,0.000003980874,0.000003907575,0.00003064245,0.00002755356,0.00003172968],"domain_scores_gemma":[0.9999007,0.00001227037,0.00002846302,0.00001625679,0.00002189225,0.00002037647],"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":[0.0001574387,0.00002471194,0.0004340659,0.00002917546,0.000004192575,0.00002826864,0.00001321783,0.0000626187,0.997304,0.00001036545,0.00003265279,0.001899334],"study_design_scores_gemma":[0.000009905405,0.0004551726,0.01200589,0.00001151657,0.00002812269,0.00009848846,0.0001037175,0.001098159,0.9851854,0.00006365609,0.0009299474,0.00001015261],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981422,0.0001552456,0.0009293114,0.00003474758,0.00002597024,0.000006653331,0.0001419838,0.00002005906,0.0005438926],"genre_scores_gemma":[0.9952093,0.0002064238,0.001033222,0.00005604659,0.000008811277,0.000008343701,0.0002325948,0.00002441886,0.003220838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002465199,"threshold_uncertainty_score":0.008246899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01331127228601683,"score_gpt":0.2505492756774463,"score_spread":0.2372380033914294,"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."}}