{"id":"W3111331017","doi":"10.1186/s13705-020-00275-0","title":"Embedding the United Nations sustainable development goals into energy systems analysis: expanding the food–energy–water nexus","year":2021,"lang":"en","type":"article","venue":"Energy Sustainability and Society","topic":"Water-Energy-Food Nexus Studies","field":"Environmental Science","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Nexus (standard); Sustainable development; Work (physics); Food energy; Natural resource economics; Environmental resource management; Agriculture; Food systems; Land use; Environmental economics; Business; Economics; Environmental planning; Food security; Computer science; Ecology; Geography; Engineering; Civil engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001255919,0.0004358602,0.0004702388,0.0002005475,0.004479405,0.0003805125,0.0005189936,0.0002074067,0.0000865422],"category_scores_gemma":[0.0001783974,0.0002595055,0.0003585009,0.003886154,0.0008197449,0.0004089031,0.001686868,0.0002044233,0.000001165047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001619944,"about_ca_system_score_gemma":0.0001705796,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02479379,"about_ca_topic_score_gemma":0.007371794,"domain_scores_codex":[0.996038,0.0007301932,0.0006191104,0.0008629754,0.0006698398,0.001079932],"domain_scores_gemma":[0.9980751,0.0004814364,0.0001520194,0.000786163,0.000327899,0.0001773555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002438108,0.000287314,0.0021472,0.0001575211,0.002588773,0.00005109964,0.05075955,0.2828494,0.0002858049,0.6567803,0.003145302,0.0009233282],"study_design_scores_gemma":[0.0005775724,0.00009610582,0.002270366,0.00002400106,0.0005671532,0.000018,0.4362736,0.02807082,0.008817957,0.1158067,0.4065382,0.0009394056],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7729635,0.007271419,0.1497176,0.02475576,0.0008517578,0.0007827794,0.00003117694,0.0006623544,0.04296365],"genre_scores_gemma":[0.9812155,0.0001701749,0.0001918487,0.0008237785,0.0000981158,0.0004001959,0.00008742293,0.0000315565,0.01698139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5409735,"threshold_uncertainty_score":0.9999857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008483102350868322,"score_gpt":0.2280211406820238,"score_spread":0.2195380383311555,"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."}}