{"id":"W7097331792","doi":"","title":"Automated aggregation of geographic objects. A new approach to the conceptual generalization of geographic databases. Doctoral Dissertation","year":2003,"lang":"en","type":"article","venue":"","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Subject (documents); Generalization; Doctoral dissertation; The arts; Process (computing); Period (music)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004941666,0.0005874637,0.0009468009,0.004706659,0.001568394,0.006505108,0.002645563,0.001364912,0.004771919],"category_scores_gemma":[0.01056098,0.0009859707,0.00285937,0.004909215,0.003877753,0.01082351,0.005165468,0.002170872,0.001188343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002003765,"about_ca_system_score_gemma":0.001667242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009451099,"about_ca_topic_score_gemma":0.008843196,"domain_scores_codex":[0.9970441,0.0009098067,0.0003976763,0.000844257,0.0007045013,0.00009962598],"domain_scores_gemma":[0.9946091,0.002178199,0.0004619161,0.001839136,0.0006762457,0.0002353367],"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":[0.00006164488,0.00008429361,0.0033172,0.0004666348,0.0001368731,0.0003061667,0.005889749,0.01759631,0.002462541,0.546625,0.01590765,0.4071459],"study_design_scores_gemma":[0.00003012931,0.00007004425,0.003955361,0.0004351393,0.0001405155,0.0007863902,0.003097582,0.1504608,0.002421258,0.5765378,0.261979,0.00008604464],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.007009794,0.001730171,0.9826087,0.001534587,0.0001389792,0.000159404,0.0004937886,0.001269264,0.005055252],"genre_scores_gemma":[0.07226209,0.001060081,0.9202921,0.0002216752,0.0001115392,0.000199642,0.001122992,0.0002221414,0.004507705],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009451099,"threshold_uncertainty_score":0.02613437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04556279909699638,"score_gpt":0.3163773406726775,"score_spread":0.2708145415756811,"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."}}