{"id":"W4387875068","doi":"10.1115/1.4063868","title":"Energy Modeling of an Aquaculture Raceway","year":2023,"lang":"en","type":"article","venue":"ASME Journal of Heat and Mass Transfer","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Raceway; Aquaculture; Environmental science; Setback; Environmental engineering; Fish <Actinopterygii>; Fishery; Biology; Materials science; Engineering","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":[0.000183942,0.0004617916,0.0005964155,0.0003758809,0.0008822225,0.0009495423,0.0008347132,0.001294872,0.003210056],"category_scores_gemma":[0.0004975615,0.0003613824,0.0009372168,0.0003824713,0.0006837001,0.0007832835,0.0007946157,0.0005157318,0.0003502801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009775129,"about_ca_system_score_gemma":0.001008846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01555108,"about_ca_topic_score_gemma":0.007509902,"domain_scores_codex":[0.9998629,0.00003385304,0.000006940958,0.00003859037,0.00002270158,0.00003512115],"domain_scores_gemma":[0.9998357,0.00006342783,0.00002422775,0.0000185763,0.0000383657,0.00001970179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003127261,0.00001187745,0.0007633463,0.000007941966,0.000005368629,0.00007309666,0.0000125683,0.9962586,0.001746422,0.0003526772,0.0000609742,0.0006759004],"study_design_scores_gemma":[0.000007019243,0.00002892486,0.0005758782,0.000002625179,0.000003042492,0.00001257457,0.00001825932,0.9982492,0.0006406624,0.0002336721,0.0002228517,0.000005360536],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8638763,0.0001960252,0.115191,0.0003674297,0.00007357762,0.00009661142,0.0007473278,0.0003823666,0.01906939],"genre_scores_gemma":[0.9933965,0.00004787656,0.002341697,0.00001584958,0.000003278137,0.00006218276,0.0001186799,0.00001961841,0.003994218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01555108,"threshold_uncertainty_score":0.03092116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02657691246211316,"score_gpt":0.2511050512072304,"score_spread":0.2245281387451172,"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."}}