{"id":"W7081962389","doi":"10.11159/icceia25.120","title":"Decision Factors to Walk from House to a Park in Housing Estate Projects: Case of Chiang Mai, Thailand","year":2025,"lang":"en","type":"article","venue":"Proceedings of the World Congress on New Technologies","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Chiang Mai University","keywords":"Real estate; Estate; Housing estate; Work (physics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009208416,0.0004137245,0.0002951265,0.0007992534,0.0007568821,0.001566606,0.0006045345,0.0005614739,0.00239139],"category_scores_gemma":[0.00288417,0.0002449513,0.0006457083,0.001684417,0.0005901679,0.0009324192,0.0006534667,0.0007425309,0.0001427271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001974375,"about_ca_system_score_gemma":0.001242549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08473594,"about_ca_topic_score_gemma":0.1054369,"domain_scores_codex":[0.9993805,0.0003378307,0.00003513767,0.00006155013,0.00005497134,0.0001301059],"domain_scores_gemma":[0.9978145,0.001435137,0.0002413119,0.00005326906,0.0002022746,0.0002534002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006376856,0.0009499713,0.8184218,0.0004472583,0.0002900959,0.02393673,0.003756591,0.1127997,0.0009855058,0.003980863,0.002318753,0.03147489],"study_design_scores_gemma":[0.00005759115,0.0006241733,0.5337143,0.0002274724,0.0002248483,0.002786081,0.05244097,0.402383,0.0009055329,0.003060957,0.003452796,0.0001222416],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980754,0.0001169125,0.0004993744,0.0001770983,0.000004170597,0.00001612987,0.0001281251,0.000003099597,0.0009796938],"genre_scores_gemma":[0.9986953,0.0001901345,0.0004554661,0.00001122952,0.000003605832,0.00001330544,0.0001501951,0.000001526773,0.0004792987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08473594,"threshold_uncertainty_score":0.1684854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01551605725636158,"score_gpt":0.252524371440995,"score_spread":0.2370083141846335,"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."}}