{"id":"W2020888317","doi":"10.2478/geosc-2014-0006","title":"Encroachment of Canals of Dhaka City,Bangladesh: An Investigative Approach","year":2014,"lang":"en","type":"article","venue":"GeoScape","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Urbanization; Flood myth; Flooding (psychology); Geography; Water resource management; Vulnerability (computing); Environmental planning; Environmental science; Ecology; Archaeology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001363585,0.0003233107,0.0001728229,0.002895493,0.002688118,0.001424447,0.0005585574,0.0007909581,0.002407566],"category_scores_gemma":[0.00177424,0.0002877361,0.000188914,0.002205787,0.002311076,0.001307992,0.001623197,0.0005111843,0.0001985693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002244213,"about_ca_system_score_gemma":0.0014465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009112995,"about_ca_topic_score_gemma":0.0321789,"domain_scores_codex":[0.9990889,0.0005472746,0.00004537189,0.00007242846,0.0001143711,0.0001316573],"domain_scores_gemma":[0.997932,0.001025493,0.0004964375,0.0001011152,0.0003511959,0.00009377472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002031164,0.0005707524,0.33761,0.001057717,0.0000522339,0.02198255,0.562074,0.001281756,0.01422016,0.008512816,0.002234806,0.05020014],"study_design_scores_gemma":[0.000006814286,0.0004418662,0.1816581,0.0002517092,0.00003770048,0.002990095,0.7974483,0.0005983063,0.002433419,0.001079015,0.01301669,0.00003799986],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902585,0.0002102632,0.0005018727,0.0002345109,0.000004187005,0.000206629,0.0001331032,0.00000320235,0.008447887],"genre_scores_gemma":[0.9954789,0.000655839,0.001110148,0.00006196678,0.000006205706,0.00007835981,0.00006663166,0.000001251892,0.002540726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009112995,"threshold_uncertainty_score":0.01811987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01733992890317747,"score_gpt":0.2346544760939803,"score_spread":0.2173145471908028,"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."}}