{"id":"W4417315677","doi":"10.5539/jel.v15n2p291","title":"Adaptive Mechanisms for Addressing Coastal Erosion Through Environmental Education: A Case Study of Samut Sakhon Province, Thailand","year":2025,"lang":"","type":"article","venue":"Journal of Education and Learning","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mahidol University","keywords":"Vulnerability (computing); Adaptive capacity; Participatory GIS; Vulnerability assessment; Socioeconomic status; Shore; Coastal erosion; Adaptation (eye); Environmental degradation","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":[0.001049188,0.0003215904,0.0001981247,0.000509517,0.005193698,0.001507639,0.0009315188,0.001024976,0.002315353],"category_scores_gemma":[0.002056053,0.0001970521,0.000210156,0.001134783,0.001882629,0.000966927,0.002205156,0.001001488,0.0001259177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002323758,"about_ca_system_score_gemma":0.003611312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03393192,"about_ca_topic_score_gemma":0.09364676,"domain_scores_codex":[0.9990947,0.0005789425,0.00002478424,0.00004161209,0.00006400648,0.0001959454],"domain_scores_gemma":[0.9985405,0.000733654,0.0001758511,0.00006947401,0.00009732089,0.0003831251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002672418,0.002051913,0.1264412,0.0008987473,0.0000598825,0.08672309,0.6937436,0.003653525,0.003914778,0.007430153,0.00203564,0.07278028],"study_design_scores_gemma":[0.0000354883,0.0004244399,0.04773181,0.0002080697,0.00003250744,0.004878279,0.9316394,0.002232271,0.0009385616,0.001109079,0.01073973,0.00003033979],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954977,0.00009336363,0.0003840119,0.00042845,0.000003502384,0.00005376958,0.00001480035,0.000004433161,0.003519821],"genre_scores_gemma":[0.9976599,0.0002858898,0.0006786228,0.00006567706,0.000003230731,0.00003423573,0.00001309447,0.00000249693,0.001256911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03393192,"threshold_uncertainty_score":0.06746882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0208881732766299,"score_gpt":0.2912240280778455,"score_spread":0.2703358548012156,"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."}}