{"id":"W7128488763","doi":"10.64903/1480-6800-25.2.83","title":"Coastline Change Detection by Using DSAS Analysis Method along Kelantan Coast, Peninsular of Malaysia","year":2022,"lang":"","type":"article","venue":"Arab world geographer","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Revetment; Thematic Mapper; Coastal erosion; Accretion (finance); Monsoon; Longshore drift; Erosion; Breakwater; Hydrology (agriculture)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001317502,0.0005133186,0.00075633,0.0009536235,0.0007442815,0.00006831587,0.0006219087,0.00005660114,0.01984958],"category_scores_gemma":[0.000007531003,0.0005721227,0.0007977028,0.009814352,0.0002566547,0.0003146606,0.006292568,0.0004646799,0.00003203054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002310372,"about_ca_system_score_gemma":0.00001044646,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04592466,"about_ca_topic_score_gemma":0.01945198,"domain_scores_codex":[0.9955117,0.0005386769,0.0008847262,0.001094529,0.001170376,0.0008000693],"domain_scores_gemma":[0.9982163,0.00007158935,0.0006462215,0.0008009867,0.00003042724,0.0002345273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002825991,0.0009626668,0.5059502,0.00007146006,0.002106445,0.00006289882,0.0007025662,0.03764426,0.01251067,0.00004584049,0.0005435995,0.4391168],"study_design_scores_gemma":[0.003194682,0.001172019,0.4515491,0.00004982996,0.01325273,0.00004847384,0.003842994,0.396159,0.005778877,0.000998606,0.121461,0.002492759],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9478371,0.001869651,0.041596,0.0007592792,0.0008497733,0.001861272,0.0006853951,0.0001052424,0.004436257],"genre_scores_gemma":[0.9944572,0.0001524613,0.001673448,0.0003647051,0.00007550939,0.0001414194,0.00009350963,0.00004946068,0.00299232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.436624,"threshold_uncertainty_score":0.999673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01610810059813153,"score_gpt":0.2486399660253841,"score_spread":0.2325318654272525,"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."}}