{"id":"W2981973567","doi":"10.5751/es-11224-240407","title":"Better balancing the social and natural dimensions in sustainability research","year":2019,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Sustainability; Natural (archaeology); Environmental resource management; Social sustainability; Geography; Ecology; Environmental science; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.164945,0.0009700874,0.002832504,0.009308988,0.008314634,0.03106285,0.00326323,0.009640625,0.01332161],"category_scores_gemma":[0.1658154,0.00125235,0.00111961,0.008363866,0.0380698,0.08095732,0.01791531,0.0118808,0.001089331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01533389,"about_ca_system_score_gemma":0.03117134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007215377,"about_ca_topic_score_gemma":0.02556262,"domain_scores_codex":[0.9254144,0.05559568,0.003578967,0.004547091,0.008279249,0.002584621],"domain_scores_gemma":[0.7500885,0.1846773,0.01311169,0.01702366,0.02183357,0.01326539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001020739,0.0002683912,0.01516389,0.001679393,0.0003055837,0.00008462114,0.00741961,0.002548065,0.001120927,0.813063,0.01987652,0.138368],"study_design_scores_gemma":[0.00004579458,0.00006278897,0.006058349,0.001500758,0.00006409085,0.00008552943,0.01221851,0.001140424,0.000373398,0.9052165,0.07316015,0.00007366659],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0264027,0.03274228,0.04446123,0.8608647,0.003379879,0.00008335506,0.0001308683,0.0001214032,0.03181363],"genre_scores_gemma":[0.7709767,0.03622688,0.08850228,0.08867704,0.009592181,0.0005999726,0.0002337393,0.0002234109,0.004967809],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.164945,"threshold_uncertainty_score":0.8723229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01502309815276529,"score_gpt":0.3017464850471434,"score_spread":0.2867233868943781,"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."}}