{"id":"W3097681128","doi":"10.1111/raq.12516","title":"The potential roles of sponges in integrated mariculture","year":2020,"lang":"en","type":"article","venue":"Reviews in Aquaculture","topic":"Marine Sponges and Natural Products","field":"Biochemistry, Genetics and Molecular Biology","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Wageningen University and Research; Ministerie van Landbouw, Natuur en Voedselkwaliteit; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; European Commission; Ministry of Agriculture - Saskatchewan","keywords":"Sponge; Mariculture; Biomass (ecology); Sea cucumber; Organic matter; Aquaculture; Defaunation; Apostichopus japonicus; Biology; Dissolved organic carbon; Environmental chemistry; Environmental science; Ecology; Fishery; Botany; Chemistry; Fish <Actinopterygii>","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002671894,0.0001443295,0.0002485967,0.00001318122,0.00002561722,0.00001253352,0.0002661447,0.0001436777,0.00001706581],"category_scores_gemma":[0.0003651745,0.0000725654,0.00009806166,0.0002927572,0.00004112234,0.000003468675,0.0001033502,0.0002465571,0.000006205566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006925926,"about_ca_system_score_gemma":0.00001887669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001859147,"about_ca_topic_score_gemma":0.0005216207,"domain_scores_codex":[0.9990413,0.0001472562,0.0003193215,0.0002540205,0.00008341012,0.0001547008],"domain_scores_gemma":[0.9996154,0.000005304595,0.0001106084,0.0001798699,0.00005016542,0.00003870532],"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":[0.0003615204,0.0001010023,0.003859745,0.0003557265,0.00004352205,0.00001935798,0.0004181233,0.00007321809,0.6976179,0.000525784,0.05009479,0.2465293],"study_design_scores_gemma":[0.0002975762,0.00009113085,0.003824249,0.00008149182,0.000009639662,0.000006960376,0.0001743691,0.00004730574,0.015596,0.00003387681,0.9797008,0.0001365993],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6029323,0.3803699,0.00002438267,0.01308008,0.0002113052,0.001308353,0.00003078321,0.00001415242,0.002028747],"genre_scores_gemma":[0.8812756,0.1154365,0.0005457561,0.0007678362,0.0003285193,0.00002454802,0.0002000024,0.00001496649,0.001406236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.929606,"threshold_uncertainty_score":0.2959131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01073407047383609,"score_gpt":0.2538615247500874,"score_spread":0.2431274542762513,"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."}}