{"id":"W4412915888","doi":"10.60027/iarj.2025.284186","title":"การประเมนความพงพอใจของชมชนตอการใชขอมล GIS ในการจดการทรพยากรธรรมชาตและวเคราะหพนทเสยงภย: กรณศกษาอำเภอสงขละ จงหวดกาญจนบร","year":2025,"lang":"th","type":"article","venue":"Interdisciplinary Academic and Research Journal","topic":"Geological Modeling and Analysis","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Geography; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001291215,0.001163561,0.0006997719,0.002967489,0.0007684163,0.005560936,0.001468771,0.0009402659,0.125254],"category_scores_gemma":[0.004540746,0.001252307,0.001047041,0.005333675,0.0007822951,0.004915824,0.001805771,0.001725244,0.08120913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001549025,"about_ca_system_score_gemma":0.002520265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01575071,"about_ca_topic_score_gemma":0.01213068,"domain_scores_codex":[0.9988655,0.0002829288,0.0001462143,0.0001997926,0.0004242047,0.00008138782],"domain_scores_gemma":[0.9977214,0.0005414725,0.0001145334,0.0004485754,0.001020159,0.0001538754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001234915,0.00005638286,0.001765896,0.0004860208,0.00006967382,0.00009181819,0.0008010683,0.002545876,0.001381281,0.04055534,0.7605655,0.1915577],"study_design_scores_gemma":[0.00003510648,0.000008999426,0.001102621,0.00007746667,0.00002070317,0.0000892141,0.0003671618,0.002349302,0.00158548,0.01350096,0.9808184,0.00004468274],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.007904969,0.001077606,0.2560958,0.004179161,0.001115828,0.0007108741,0.1691468,0.1437834,0.4159856],"genre_scores_gemma":[0.07970025,0.002399924,0.5107125,0.001607304,0.000379117,0.001756025,0.2060451,0.03258447,0.1648153],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.125254,"threshold_uncertainty_score":0.4190162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06847896399312106,"score_gpt":0.4052936970305724,"score_spread":0.3368147330374514,"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."}}