{"id":"W1566012978","doi":"","title":"Environmental assessment of the south coast of Sri Lanka, with special reference to the 2004 tsunami","year":2010,"lang":"en","type":"dissertation","venue":"Warwick Research Archive Portal (University of Warwick)","topic":"Marine and environmental studies","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Oxford; International Development Research Centre","keywords":"Geography; Mangrove; Livelihood; Fishery; Coral reef; Coastal erosion; Deforestation (computer science); Environmental protection; Socioeconomics; Agriculture","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001974108,0.0005011141,0.0001977129,0.001567765,0.0007357267,0.0009469321,0.000360315,0.0002687846,0.002109541],"category_scores_gemma":[0.0002760597,0.0002060827,0.0006128802,0.002198269,0.0002989062,0.0003727802,0.0007517364,0.0002798207,0.0004766883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001615851,"about_ca_system_score_gemma":0.001821657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1349137,"about_ca_topic_score_gemma":0.269854,"domain_scores_codex":[0.9998441,0.00003031756,0.00002180109,0.0000192464,0.0000459671,0.00003853584],"domain_scores_gemma":[0.9997562,0.00002001653,0.00004749495,0.00002009993,0.0001364625,0.00001966002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003422714,0.0001859483,0.7648523,0.002588929,0.0008700512,0.007381699,0.004433862,0.01182847,0.03411192,0.002502966,0.01648686,0.1544147],"study_design_scores_gemma":[0.00001369588,0.0002613855,0.9630712,0.000138912,0.000156352,0.0007140018,0.006636393,0.000947701,0.001790402,0.0001276059,0.02608988,0.00005244047],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9379404,0.002118826,0.0006466546,0.0007846656,0.00002621386,0.0001558434,0.0128063,0.0001488466,0.04537229],"genre_scores_gemma":[0.9787104,0.002793623,0.002484781,0.0001402644,0.0000142572,0.0001326255,0.008493558,0.00002760026,0.007202908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1349137,"threshold_uncertainty_score":0.2682569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01706481136022537,"score_gpt":0.2296052184606306,"score_spread":0.2125404071004053,"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."}}