{"id":"W1507208036","doi":"10.1079/9780851995984.0203","title":"Global changes, mangrove forests and implications for hazards along continental shorelines.","year":2002,"lang":"en","type":"book-chapter","venue":"CABI Publishing eBooks","topic":"Oil Palm Production and Sustainability","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Mangrove; Population; Geography; Population growth; Flooding (psychology); Climate change; Land reclamation; Flood myth; Environmental protection; Environmental science; Ecology; Oceanography; Geology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004388517,0.0003712246,0.0003413302,0.00006104763,0.0002927945,0.0006279412,0.0003934666,0.0004176887,0.0003565604],"category_scores_gemma":[0.0003044164,0.0003718706,0.0001439601,0.00003227841,0.0004620833,0.0004056272,0.0003984648,0.0002825133,0.00001951267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000642188,"about_ca_system_score_gemma":0.00003986387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002601254,"about_ca_topic_score_gemma":0.002473115,"domain_scores_codex":[0.9980349,0.00001764241,0.0003512833,0.0008888058,0.0002802361,0.0004271632],"domain_scores_gemma":[0.9987736,0.00005868979,0.0002087956,0.0006065722,0.00009679819,0.0002555841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004811937,0.00005115976,0.04317802,0.0002050508,0.00008410125,0.00001032472,0.0003880735,0.00002046114,0.00001938671,0.1493072,0.2649944,0.5416937],"study_design_scores_gemma":[0.0004642428,0.00006532305,0.04546474,0.00002894767,0.00006772801,0.00004100438,0.00003470708,0.0001208673,0.000006547687,0.05837535,0.8948341,0.0004964512],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006956203,0.0003304519,0.0003860061,0.0100406,0.0007710351,0.001818639,0.0007757583,0.0002560885,0.9786652],"genre_scores_gemma":[0.2287029,0.00002731672,0.0006927959,0.001095914,0.0008816373,0.0002617441,0.0003508023,0.0001001978,0.7678866],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6298397,"threshold_uncertainty_score":0.9998733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02147973813893976,"score_gpt":0.2441174513707844,"score_spread":0.2226377132318447,"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."}}