{"id":"W2786658462","doi":"10.21511/ppm.16(1).2018.05","title":"Current trends in global demographic processes","year":2018,"lang":"en","type":"article","venue":"Problems and Perspectives in Management","topic":"Regional Socio-Economic Development Trends","field":"Social Sciences","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Population growth; Urbanization; Population; Geography; Tourism; Demographic change; Economic geography; World population; Development economics; Economic growth; Regional science; Demography; Economics; Sociology","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":[0.0005449853,0.0001173744,0.0001332753,0.0003050148,0.0001881503,0.00007773573,0.0001898185,0.00004130149,0.0001606618],"category_scores_gemma":[0.00001767901,0.00011777,0.00002621653,0.001180994,0.0004792648,0.0002036238,0.00009504412,0.000079732,0.00001111648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003556062,"about_ca_system_score_gemma":0.00003659123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009602824,"about_ca_topic_score_gemma":0.01450616,"domain_scores_codex":[0.9988438,0.00006655368,0.0001872126,0.000390598,0.0001837002,0.000328113],"domain_scores_gemma":[0.9997393,0.00002025237,0.00005394509,0.00008312986,0.00004283572,0.00006057435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001599758,0.0002246811,0.4867727,0.00008476187,0.00003732584,0.00000482332,0.06268315,0.0000115694,1.489487e-7,0.2428527,0.0005958998,0.2067163],"study_design_scores_gemma":[0.0005474217,0.00003519058,0.7917122,0.0001272255,0.000007413885,3.901913e-7,0.02156544,0.00002038875,1.997829e-7,0.0562384,0.1295217,0.0002239907],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3258062,0.008763838,0.0002529656,0.009008062,0.0005054654,0.0006452473,0.000006191322,0.0001147307,0.6548973],"genre_scores_gemma":[0.991769,0.006295099,0.000600067,0.00002991064,0.00009208194,0.00007867799,0.000002235158,0.000005506741,0.001127436],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6659628,"threshold_uncertainty_score":0.8094776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04735636488914725,"score_gpt":0.3311200241233905,"score_spread":0.2837636592342433,"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."}}