{"id":"W2528616837","doi":"10.2495/sdp-v11-n6-834-844","title":"Seasonal tropical cyclone activity and its significance for developmental activities in Vanuatu","year":2016,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Tropical and Extratropical Cyclones Research","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tropical cyclone; Climatology; Geography; Environmental science; Tropical cyclogenesis; Cyclone (programming language); Meteorology; Geology; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001435139,0.0001321891,0.00009243329,0.0004696453,0.0006431104,0.001319476,0.0003380558,0.0002631916,0.002023957],"category_scores_gemma":[0.0004981369,0.00008066577,0.000136523,0.0006451956,0.0005236641,0.0004299888,0.0009001065,0.0004589136,0.0001223786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001687714,"about_ca_system_score_gemma":0.001467462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1007359,"about_ca_topic_score_gemma":0.222095,"domain_scores_codex":[0.9998443,0.00004161611,0.000007372174,0.00001720498,0.0000152891,0.00007420885],"domain_scores_gemma":[0.9996594,0.00005416445,0.0001236493,0.000006385502,0.00005181595,0.0001045559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005550096,0.0000869392,0.9550335,0.0003109003,0.00004574354,0.002937726,0.01078512,0.0005517824,0.001026541,0.002670721,0.00288269,0.02361275],"study_design_scores_gemma":[8.874267e-7,0.00003034151,0.9625572,0.0001815061,0.00001318745,0.0004891173,0.03086009,0.0002636515,0.00008743085,0.0002266292,0.005282142,0.000007831711],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876744,0.001898387,0.00006251763,0.0012655,0.00004532419,0.00001346728,0.0002902343,0.000003830381,0.008746337],"genre_scores_gemma":[0.9977297,0.001271171,0.00005266126,0.00008314191,0.00002377272,0.000004699093,0.000112142,0.000001366535,0.0007212219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1007359,"threshold_uncertainty_score":0.200299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02242771842954957,"score_gpt":0.2659048797283325,"score_spread":0.243477161298783,"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."}}