{"id":"W4416783594","doi":"10.1016/j.ecolmodel.2025.111427","title":"Exploring the spatial interaction relationship between new-type urbanization and ecological vulnerability","year":2025,"lang":"en","type":"article","venue":"Ecological Modelling","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ministry of Agriculture","funders":"National Natural Science Foundation of China","keywords":"Urbanization; Spatial analysis; Bivariate analysis; Vulnerability (computing); Spatial ecology; Spatial distribution; Index (typography); Functional ecology; Common spatial pattern; Spatial configuration","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007998755,0.0002859808,0.0002383167,0.0006560526,0.00035618,0.001113564,0.0005177184,0.0005076097,0.004290212],"category_scores_gemma":[0.003966349,0.0002329872,0.0006603015,0.001151627,0.0005471527,0.001028822,0.001064644,0.0006180483,0.0001683594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008016163,"about_ca_system_score_gemma":0.0005829005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02328487,"about_ca_topic_score_gemma":0.04045222,"domain_scores_codex":[0.9996326,0.0002317625,0.000009720825,0.00004125167,0.00001971692,0.00006495383],"domain_scores_gemma":[0.9964516,0.002908935,0.0002554496,0.0001146598,0.0001117208,0.0001576554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004052435,0.0003287191,0.6857184,0.00009153908,0.0008238007,0.0004893665,0.0008237786,0.2736519,0.003160688,0.02245271,0.0006658444,0.01138795],"study_design_scores_gemma":[0.00003097836,0.0001544652,0.2530867,0.00001848776,0.0003017869,0.0002001746,0.001402033,0.7256963,0.0006604216,0.01723385,0.001177986,0.00003683539],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959637,0.00005526148,0.002283025,0.0001676006,0.000003875331,0.000003276547,0.0001023279,0.00001189107,0.001408942],"genre_scores_gemma":[0.9991602,0.00003196935,0.0003882027,0.000005235823,0.000002124904,0.000003240012,0.00002835709,0.000003901042,0.0003769059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02328487,"threshold_uncertainty_score":0.04629862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1481806950717704,"score_gpt":0.2792604925065474,"score_spread":0.131079797434777,"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."}}