{"id":"W4200089964","doi":"10.18280/ijsdp.160809","title":"The Effect of Human Activities Towards Coastal Dynamics and Sustainable Coastal Management","year":2021,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Geological and Geophysical Studies","field":"Earth and Planetary Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universitas Negeri Semarang","keywords":"Abrasion (mechanical); Coastal management; Environmental resource management; Sustainable management; Geography; East coast; Environmental planning; Environmental science; Sustainability; Physical geography; Engineering; Ecology","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":[0.0005141967,0.0001010958,0.0001769185,0.00006911832,0.0003789051,0.0001333284,0.0001347769,0.00002584607,0.00003253567],"category_scores_gemma":[0.00007529145,0.00006131975,0.00003560385,0.00008415726,0.0001134317,0.0001874545,0.0001478549,0.0001180261,6.019899e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001189206,"about_ca_system_score_gemma":0.00004806583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001614947,"about_ca_topic_score_gemma":0.0001305149,"domain_scores_codex":[0.9990332,0.00005297548,0.0002429715,0.00009385135,0.0003267883,0.0002502356],"domain_scores_gemma":[0.9992536,0.0002414793,0.0001509558,0.00002887354,0.0002702657,0.00005479175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006361593,0.00003549309,0.7827954,0.0003219827,0.000823227,0.007546128,0.002786015,0.0006175312,0.000009714012,0.01408014,0.0002396044,0.1901086],"study_design_scores_gemma":[0.0008374377,0.0004165489,0.890273,0.00008935069,0.00003436298,0.0001276697,0.09642081,0.000229969,0.0009251641,0.003297102,0.007197472,0.0001510926],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927745,0.000930533,0.0001158661,0.0002994324,0.0001174129,0.00005869539,0.000004658124,0.000003592674,0.005695247],"genre_scores_gemma":[0.9931337,0.0001260453,0.0001929458,0.00001985739,0.00005491232,7.998852e-7,0.00002131176,0.000001482353,0.006448907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1899575,"threshold_uncertainty_score":0.291427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007212258469455532,"score_gpt":0.2244896425190807,"score_spread":0.2172773840496252,"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."}}