{"id":"W3123773213","doi":"10.1177/097324701000600108","title":"Analysing the Physical, Demographic and Vulnerability Profile of Indian Coastal Zone","year":2010,"lang":"en","type":"article","venue":"Asia Pacific Business Review","topic":"Tropical and Extratropical Cyclones Research","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute on Governance","funders":"","keywords":"Vulnerability (computing); Geography; Population; Storm; Coastal zone; Monsoon; Physical geography; Oceanography; Geology; Demography; Ecology; Meteorology","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":[],"consensus_categories":[],"category_scores_codex":[0.00030537,0.0001332305,0.0003641383,0.00004404272,0.0001878345,0.00004874794,0.0002237209,0.00004978329,0.0005998164],"category_scores_gemma":[0.0001783339,0.00007015876,0.00009436839,0.001132615,0.00060333,0.0001354938,0.00002066734,0.0003812193,0.00004399226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":6.350386e-7,"about_ca_system_score_gemma":0.00004199633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001663096,"about_ca_topic_score_gemma":0.003694069,"domain_scores_codex":[0.9987541,0.0001577662,0.0002600581,0.0002598397,0.0003127917,0.000255379],"domain_scores_gemma":[0.9991199,0.0001937507,0.00008717838,0.000341842,0.0001290732,0.0001282842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001420244,0.00005383154,0.567221,0.001572766,0.0000228653,0.000006371697,0.00003863841,0.000003700753,0.0004321539,0.000143007,0.0001847265,0.4303067],"study_design_scores_gemma":[0.00007795857,0.0000339392,0.9914429,0.0001728664,0.00003759149,0.00002158402,0.00003712459,0.0003287626,0.00004272778,0.0002544456,0.00744738,0.0001027102],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856046,0.009479278,0.0000410031,0.002771216,0.00009020563,0.0003847159,0.00004687746,0.00002511976,0.00155694],"genre_scores_gemma":[0.9943587,0.005266588,0.0001578039,0.00004773261,0.00009241543,0.000004578505,0.0000506686,0.000002948731,0.00001863451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.430204,"threshold_uncertainty_score":0.6567569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01509836165680565,"score_gpt":0.2564485329403809,"score_spread":0.2413501712835752,"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."}}