{"id":"W4302012116","doi":"10.32920/ryerson.14655135","title":"Communicating Sustainability: An Analysis of the 2017 United Nations Sustainable Development Goals Report","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Prosperity; Sustainable development; Sustainability; Millennium Development Goals; Framing (construction); Political science; Public relations; Poverty; Geography; Ecology","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002064158,0.0002954521,0.0007675772,0.003247964,0.002630199,0.0003121771,0.001672179,0.00006588442,0.005715502],"category_scores_gemma":[0.001121288,0.0002124907,0.0005391748,0.001745238,0.0006662097,0.0001547576,0.005908316,0.0005593027,8.6164e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005603575,"about_ca_system_score_gemma":0.0007616151,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02652744,"about_ca_topic_score_gemma":0.06808612,"domain_scores_codex":[0.9969212,0.0005076855,0.001059191,0.0004935283,0.0006687852,0.0003495695],"domain_scores_gemma":[0.9933506,0.0002843405,0.001098563,0.003096928,0.002123998,0.00004563049],"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":[0.000006390144,0.0004375697,0.005512663,0.0002925714,0.009669757,0.00005569899,0.2247564,0.02868615,3.259352e-7,0.7285567,0.001821983,0.0002038025],"study_design_scores_gemma":[0.00005354687,0.00001010613,0.003011263,0.00002079427,0.003550536,7.701478e-7,0.6945953,0.001152311,0.000008287944,0.001826766,0.2954704,0.0002998465],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3904385,0.0006257428,0.0001006588,0.002308546,0.0002467807,0.001085308,0.000115067,0.0001632663,0.6049162],"genre_scores_gemma":[0.8407439,0.000043679,0.0004023314,0.0001075367,0.0000531751,0.0003069628,0.001241106,0.00002283122,0.1570785],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7267299,"threshold_uncertainty_score":0.9986683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04797492627322972,"score_gpt":0.3380369483485384,"score_spread":0.2900620220753087,"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."}}