{"id":"W4409794987","doi":"10.61091/jcmcc127b-383","title":"Research on Landscape Design Optimization and Spatial Layout Planning Method Based on AI Algorithm","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Regional Development and Environment","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Algorithm","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006471642,0.0001783562,0.0004113654,0.0004301934,0.0008710315,0.0003057495,0.0002469061,0.0001789973,0.00001015376],"category_scores_gemma":[0.0005084205,0.0001578648,0.00006605216,0.0003798558,0.0001300522,0.0001056903,0.00009661067,0.0005528518,0.000001176284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001493244,"about_ca_system_score_gemma":0.0003118229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003346222,"about_ca_topic_score_gemma":3.14928e-7,"domain_scores_codex":[0.9971352,0.0006724201,0.0005460775,0.0002121508,0.001112105,0.0003221091],"domain_scores_gemma":[0.99646,0.002648497,0.0003200106,0.0001171166,0.0003003008,0.0001540494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004516448,0.0008528984,0.0004887785,0.0001004967,0.0001254782,0.00004154438,0.004408933,0.1274325,0.00001535337,0.8454951,0.002801126,0.01778617],"study_design_scores_gemma":[0.004158594,0.001059849,0.000247863,0.0009776705,0.00005460837,0.000003941987,0.001905619,0.6885103,0.0001210132,0.3002103,0.002479033,0.0002711585],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01444008,0.000146855,0.9690756,0.001915217,0.007900356,0.0005009053,9.040136e-7,0.00003074691,0.005989363],"genre_scores_gemma":[0.90836,0.00007130368,0.09015597,0.0001670972,0.001173246,0.00000425847,0.000001568939,0.00002207302,0.00004450348],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8939199,"threshold_uncertainty_score":0.6699358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04631520497291326,"score_gpt":0.3626176359236096,"score_spread":0.3163024309506963,"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."}}