{"id":"W4321482296","doi":"10.1021/acs.estlett.3c00093","title":"Environmental Research Addressing Sustainable Development Goals","year":2023,"lang":"en","type":"article","venue":"Environmental Science & Technology Letters","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Library science; Latin Americans; Management; Political science; Archaeology; Geography; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.005441853,0.00110886,0.0007653667,0.002799034,0.00184778,0.009134766,0.00138287,0.005888243,0.2972595],"category_scores_gemma":[0.01342258,0.0003804131,0.0008791265,0.003637379,0.001193296,0.00578537,0.006607523,0.004873459,0.1949013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002430224,"about_ca_system_score_gemma":0.0113329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002931136,"about_ca_topic_score_gemma":0.005172261,"domain_scores_codex":[0.9944397,0.0009859826,0.0002937474,0.0004890125,0.00303208,0.0007595059],"domain_scores_gemma":[0.9918686,0.0009912802,0.0004055069,0.0009160188,0.004173427,0.001645062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001359329,0.0000315515,0.0001909734,0.0002639586,0.000005415386,0.00002197343,0.00006661411,0.00002774798,0.0002157729,0.01103153,0.9160412,0.07208969],"study_design_scores_gemma":[0.000002891521,0.000008055406,0.0001784325,0.0002022548,0.00000235055,0.00001579388,0.00007552592,0.00001033572,0.000091564,0.002192001,0.9972183,0.000002566325],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0008082189,0.02517915,0.001303358,0.1317849,0.05502331,0.0002292009,0.003886279,0.0005847612,0.7812008],"genre_scores_gemma":[0.01496301,0.06422512,0.005624794,0.04441294,0.02220848,0.0004004527,0.008772981,0.0008555775,0.8385366],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2972595,"threshold_uncertainty_score":0.9944322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02296958393251617,"score_gpt":0.2958148341686308,"score_spread":0.2728452502361146,"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."}}