{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.00367415,0.0004903793,0.0003466216,0.001420303,0.003318743,0.0001742995,0.001999784,0.0002641442,0.003478775],"category_scores_gemma":[0.0001453741,0.0004860022,0.0001029565,0.004481905,0.01353282,0.001410284,0.004669305,0.0009098066,0.009679074],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005815938,"about_ca_system_score_gemma":0.00006306679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005652216,"about_ca_topic_score_gemma":0.000007048492,"domain_scores_codex":[0.9920534,0.0001647737,0.0005780687,0.001642037,0.00235951,0.003202152],"domain_scores_gemma":[0.9980953,0.00009165667,0.0001435634,0.001173386,0.000003475964,0.0004926542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00001889286,0.000296425,0.3713752,0.00001032143,0.0000116902,0.0003282798,0.00134881,0.0005254117,0.6027402,0.0001175466,0.00204832,0.02117898],"study_design_scores_gemma":[0.0006122317,0.0001586345,0.760869,0.00001831794,0.00001192314,0.00006019507,0.01678223,0.0002365193,0.1501788,0.001372284,0.06882226,0.0008776102],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922773,0.00006620469,0.00006618955,0.002774376,0.0001258915,0.0008964129,0.000007962513,0.0004783925,0.003307279],"genre_scores_gemma":[0.9942554,0.00005028381,0.001182881,0.0005470547,0.00003808868,0.0002247317,0.00002269737,0.00006131106,0.003617579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4525613,"threshold_uncertainty_score":0.9997591,"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."}}