{"id":"W4409570863","doi":"10.61091/jcmcc127a-001","title":"Research on the Evolution Mechanism of Street Morphology in Ongi Village Based on Spatial Syntax and Genetic Algorithm Optimisation","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Remote Sensing and Land Use","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mechanism (biology); Morphology (biology); Syntax; Space syntax; Computer science; Algorithm; Geography; Evolutionary biology; Artificial intelligence; Biology; Zoology; Epistemology; Space (punctuation); Philosophy","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":[0.00234643,0.0001468779,0.000376048,0.0004064393,0.000219824,0.00007918477,0.0001950564,0.0001381072,0.000009147117],"category_scores_gemma":[0.000411418,0.0001017218,0.0000581219,0.0003426067,0.0001068394,0.00004104191,0.00003170695,0.0004863378,7.798254e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003497631,"about_ca_system_score_gemma":0.0001466141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006611087,"about_ca_topic_score_gemma":0.00002324703,"domain_scores_codex":[0.9980018,0.0004325199,0.0006109273,0.0001690545,0.0005551581,0.0002305815],"domain_scores_gemma":[0.9969793,0.002190558,0.0003563157,0.0001696038,0.0002360747,0.00006813353],"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":[0.001048657,0.001077628,0.009948255,0.000388765,0.0001483866,0.0001658995,0.001241391,0.02580404,0.0004586887,0.871476,0.0002093579,0.08803295],"study_design_scores_gemma":[0.002527953,0.001755376,0.01547905,0.0006714169,0.00003206601,0.00001876343,0.0006836203,0.6155744,0.0004858007,0.3626247,0.00001451106,0.0001324048],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887494,0.00008507827,0.006142208,0.0002441521,0.00360443,0.0002158282,0.000003595189,0.000006057647,0.0009492175],"genre_scores_gemma":[0.9973801,0.00002517134,0.002298727,0.00002592493,0.0002616924,1.372715e-7,0.000001379992,0.000004836594,0.000002081771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5897703,"threshold_uncertainty_score":0.4148096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01876268752321733,"score_gpt":0.2608971937763617,"score_spread":0.2421345062531443,"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."}}