{"id":"W4319035771","doi":"10.48010/2022.4/1999-5911.09","title":"EXPLORING URBANITY IN ALMATY & NUR-SULTAN: AN OVERVIEW OF A MAJOR RESEARCH PROJECT","year":2022,"lang":"en","type":"article","venue":"Al-Farabi","topic":"Regional Socio-Economic Development Trends","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Urbanity; Carving; Politics; The arts; Government (linguistics); Public administration; Political science; Space (punctuation); Management; Economic growth; Engineering; Law; Civil engineering; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.004372953,0.0001214759,0.0002728319,0.0003056317,0.0007756372,0.00004541253,0.0006921476,0.00004874559,0.0008278383],"category_scores_gemma":[0.0003385931,0.0001358835,0.00007788652,0.00135299,0.0003018949,0.0005767448,0.000303915,0.0004533204,0.0000555189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000941378,"about_ca_system_score_gemma":0.0009154341,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02297595,"about_ca_topic_score_gemma":0.01008669,"domain_scores_codex":[0.9964133,0.00127989,0.0003950205,0.0004167563,0.0009274165,0.000567643],"domain_scores_gemma":[0.9989735,0.0003787846,0.0001164668,0.0003204962,0.0001058913,0.0001048513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003276822,0.001867503,0.1941801,0.0001801415,0.0001842303,0.00007515072,0.4911678,0.0001574,0.0009899077,0.1910766,0.06498459,0.05480894],"study_design_scores_gemma":[0.0005168337,0.0000775024,0.07067793,0.00004011788,0.000005153035,0.000002023701,0.02460908,0.00001669489,0.00003144628,0.003509584,0.9002634,0.0002502651],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9718504,0.0007386819,0.000001607641,0.003319327,0.0002978317,0.0004662645,0.00001727732,0.00005372467,0.02325487],"genre_scores_gemma":[0.9917108,0.0008307291,0.0004143528,0.0002039732,0.0001029797,0.0005865822,0.00002822145,0.00002425195,0.006098117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8352787,"threshold_uncertainty_score":0.9835302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7426395998104773,"score_gpt":0.5048224937737626,"score_spread":0.2378171060367147,"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."}}