{"id":"W4410982698","doi":"10.1080/17538947.2025.2512060","title":"Development and application of knowledge graph-based spatiotemporal data model for urban physical examination","year":2025,"lang":"en","type":"article","venue":"International Journal of Digital Earth","topic":"Diverse Approaches in Healthcare and Education Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alpha Technologies (Canada)","funders":"National Key Research and Development Program of China","keywords":"Graph; Computer science; Data science; Data mining; Knowledge graph; Geography; Cartography; Artificial intelligence; Theoretical computer 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":[],"consensus_categories":[],"category_scores_codex":[0.0001906925,0.00006038586,0.0001502479,0.0001991196,0.00002523938,0.00002305932,0.0001405365,0.00002372294,5.221671e-7],"category_scores_gemma":[0.0001402678,0.0000523498,0.00004067157,0.00007945279,0.00005623735,0.0002378456,0.00005654678,0.00005434976,6.364681e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003335158,"about_ca_system_score_gemma":0.0003812604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001657966,"about_ca_topic_score_gemma":0.000002574633,"domain_scores_codex":[0.999322,0.000006361358,0.0003045063,0.0001058567,0.0002065412,0.00005472387],"domain_scores_gemma":[0.9988184,0.00009284665,0.0001980018,0.0001020119,0.0007504965,0.00003825578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005729653,0.001688227,0.09640095,0.000370815,0.000648163,0.000001870165,0.003697779,0.0002767666,0.0002302908,0.01213295,0.001901024,0.8820782],"study_design_scores_gemma":[0.007429191,0.0005749462,0.2822269,0.000926638,0.0003486603,0.00003266399,0.002520133,0.6427757,0.009003183,0.006002349,0.04779798,0.0003617212],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7947344,0.0002005662,0.20174,0.001102226,0.0002326153,0.0002483532,0.0000772397,0.000007755521,0.001656851],"genre_scores_gemma":[0.9900383,0.000008695477,0.009411436,0.00006199312,0.0001107139,0.000006914478,0.0001412718,0.000003965875,0.00021673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8817165,"threshold_uncertainty_score":0.2134763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.116252452904185,"score_gpt":0.3899775055506897,"score_spread":0.2737250526465047,"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."}}