{"id":"W3159991746","doi":"","title":"Environmental and Economic Implications of Small-Scale Canadian Aquaponics: A Life Cycle Study","year":2021,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aquaponics; Scale (ratio); Environmental science; Geography; Environmental resource management; Natural resource economics; Economics; Fishery; Cartography; Biology; Fish <Actinopterygii>","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001100154,0.0006890069,0.000307788,0.0008943399,0.001212012,0.001158698,0.001164147,0.0004163349,0.002762605],"category_scores_gemma":[0.00155459,0.0002011152,0.0009339022,0.001709299,0.0006160109,0.0005998905,0.0004530734,0.0003955594,0.0001800088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02338962,"about_ca_system_score_gemma":0.009533911,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8420003,"about_ca_topic_score_gemma":0.8534436,"domain_scores_codex":[0.9995213,0.000043778,0.00001219389,0.0000507872,0.0002093012,0.0001626888],"domain_scores_gemma":[0.9986581,0.0002313055,0.0001163898,0.00005953246,0.0008160853,0.0001185223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.001591064,0.0008450397,0.2148973,0.0008908382,0.0004070961,0.001304536,0.0005746755,0.5910448,0.0265246,0.01683595,0.01042019,0.1346638],"study_design_scores_gemma":[0.0001149157,0.002209163,0.4211484,0.00016808,0.0007895551,0.000394267,0.003764523,0.5067261,0.01795565,0.003910414,0.0425221,0.0002967936],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9755756,0.0007275852,0.002690604,0.0003018307,0.00001468932,0.0003637871,0.006750487,0.00004183264,0.01353362],"genre_scores_gemma":[0.9892057,0.0006794824,0.002312866,0.00003637533,0.000002014991,0.00009071887,0.002641367,0.000008979703,0.005022472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1579997,"threshold_uncertainty_score":0.3178603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009488873159125376,"score_gpt":0.181428859427794,"score_spread":0.1719399862686686,"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."}}