{"id":"W3186594820","doi":"10.3390/su13158136","title":"From Sustainable Development Goals to Sustainable Cities: A Social Media Analysis for Policy-Making Decision","year":2021,"lang":"en","type":"article","venue":"Sustainability","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Outreach; Sustainable development; Social media; Context (archaeology); Public relations; Political science; Process (computing); Sustainable community; Content analysis; Descriptive statistics; Business; Knowledge management; Sociology; Computer science; Geography; Social 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006066005,0.0003555144,0.0006784006,0.000758565,0.0005712392,0.0002657328,0.0004194472,0.0002803918,0.0001173847],"category_scores_gemma":[0.007621716,0.0003854941,0.0003212823,0.003026655,0.0001125678,0.0002643087,0.0005701584,0.0002005467,0.000004717769],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005255064,"about_ca_system_score_gemma":0.001444335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005335525,"about_ca_topic_score_gemma":0.0005644008,"domain_scores_codex":[0.9969236,0.00004870417,0.0005891129,0.0006245509,0.0003632004,0.001450816],"domain_scores_gemma":[0.9961039,0.0009585327,0.00005844156,0.0006586542,0.00207928,0.000141222],"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":[0.0007286054,0.0005896637,0.0447699,0.006594535,0.005273473,0.001464425,0.1355195,0.0915381,0.0001730798,0.516977,0.04171221,0.1546595],"study_design_scores_gemma":[0.000674073,0.0000357323,0.03097576,0.00002320675,0.0002284584,0.000001362937,0.3523782,0.000979169,0.003380067,0.3904143,0.2200817,0.0008280678],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8796281,0.0003959885,0.1151428,0.002028879,0.0001656623,0.0008881949,0.00006840641,0.0009279842,0.0007539541],"genre_scores_gemma":[0.9885978,0.000007981736,0.008938333,0.00009778381,0.0003315864,0.0005175594,0.00009076927,0.00005425267,0.001363972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2168587,"threshold_uncertainty_score":0.9998597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01032791381195979,"score_gpt":0.2679207872714998,"score_spread":0.25759287345954,"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."}}