{"id":"W7084115674","doi":"10.22126/ges.2022.7460.2500","title":"The Assessment and Ranking of Yasuj City Districts Regarding Smart Growth Indicators with Sustainable Development Approach","year":2022,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Smart growth; Ranking (information retrieval); Sustainable development; Urban planning; Plan (archaeology); Data collection; Smart city; Sustainable growth rate","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.008595034,0.0001977152,0.0004303565,0.0006052894,0.003587164,0.001107118,0.002145772,0.00005561771,0.0005732542],"category_scores_gemma":[0.0006676951,0.0001572583,0.0000677999,0.002553995,0.0005117739,0.001341616,0.001289017,0.0004593947,1.238381e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00156992,"about_ca_system_score_gemma":0.002271151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004185542,"about_ca_topic_score_gemma":0.0001111857,"domain_scores_codex":[0.9956924,0.001132477,0.0006618174,0.0003938835,0.001581207,0.0005382365],"domain_scores_gemma":[0.9970348,0.000851615,0.001019306,0.0003297788,0.0005680568,0.0001964466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008559043,0.0002616381,0.9773403,0.0001156535,0.000123661,0.000006527277,0.01036284,0.0001018382,0.00005017397,0.006155851,0.00186276,0.003533146],"study_design_scores_gemma":[0.0003415599,0.00001269709,0.9073716,0.0000422398,0.00005242867,0.00000318266,0.05450257,0.000009068031,0.0004062918,0.006086324,0.03092859,0.0002434284],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836468,0.002210777,0.000492227,0.0006167657,0.0002437666,0.001103831,0.000003783048,0.00002458435,0.01165745],"genre_scores_gemma":[0.9977346,0.0006246223,0.0006998155,0.00004300784,0.00005556723,0.0002637635,0.000006318692,0.00002185036,0.0005504726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06996869,"threshold_uncertainty_score":0.9999298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1460482726401846,"score_gpt":0.5278506626031921,"score_spread":0.3818023899630075,"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."}}