{"id":"W4388672558","doi":"10.1021/acs.estlett.3c00765","title":"Accelerating Environmental Research to Achieve Sustainable Development Goals","year":2023,"lang":"en","type":"article","venue":"Environmental Science & Technology Letters","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Sustainable development; Environmental planning; Environmental resource management; Business; Process management; Environmental science; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01916465,0.0006473063,0.0004524745,0.001210741,0.003328051,0.01200134,0.001297493,0.01932872,0.01285123],"category_scores_gemma":[0.04614179,0.0004595301,0.0007921937,0.001052254,0.005182337,0.00699877,0.004607286,0.01615147,0.006909683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003990129,"about_ca_system_score_gemma":0.0167814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003372672,"about_ca_topic_score_gemma":0.008525454,"domain_scores_codex":[0.9841302,0.004635513,0.0008322455,0.0009881411,0.007598794,0.001815106],"domain_scores_gemma":[0.9566852,0.02193948,0.00270083,0.002985236,0.009487766,0.006201433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005740456,0.0001164123,0.0007790081,0.0002191097,0.00002242295,0.0001692664,0.0004323468,0.0004082779,0.00129774,0.07884852,0.8781077,0.03954177],"study_design_scores_gemma":[0.00002382461,0.00004583283,0.0006610715,0.0001070622,0.00001336543,0.0001255578,0.0008064644,0.0004405666,0.001491693,0.05115108,0.9451094,0.0000239666],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001560785,0.001968449,0.003450812,0.9374294,0.02375438,0.0000454976,0.0001472866,0.0002275767,0.03141592],"genre_scores_gemma":[0.04913806,0.006996145,0.03040976,0.7890555,0.02687342,0.0001577616,0.0004472072,0.000324266,0.09659787],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01932872,"threshold_uncertainty_score":0.1013536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02367441778820741,"score_gpt":0.3082884617853784,"score_spread":0.284614043997171,"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."}}