{"id":"W2297147163","doi":"10.19177/rgsa.v4e020151-13","title":"IN THE EYE OF THE PERFECT STORM","year":2015,"lang":"pt","type":"article","venue":"Revista Gestão & Sustentabilidade Ambiental","topic":"Socioeconomic Development in MENA","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Eye; Storm; Meteorology; Geology; Computer science; Geography","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":[0.005623825,0.0004219602,0.0006354848,0.0001124561,0.0004549074,0.0003009857,0.002307771,0.000259538,0.000469392],"category_scores_gemma":[0.0007253847,0.0002829662,0.0004591038,0.001085715,0.001223597,0.0004836115,0.0004967162,0.0007162072,0.0003237692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001916004,"about_ca_system_score_gemma":0.001018432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002044296,"about_ca_topic_score_gemma":0.001484951,"domain_scores_codex":[0.9939635,0.002121683,0.001075609,0.0006454565,0.001319297,0.0008743977],"domain_scores_gemma":[0.9974961,0.0005154325,0.0005977397,0.001014582,0.0001464001,0.0002297353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006006063,0.0005875322,0.7559348,0.0001542557,0.00006805472,0.0000161716,0.2186978,0.00002086811,0.0001135758,0.004806668,0.01889957,0.0006406789],"study_design_scores_gemma":[0.00173083,0.0002176473,0.2598048,0.0002891816,0.000157042,0.00002326411,0.5853264,0.00004467174,0.0001725536,0.0002545209,0.1513414,0.0006376958],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789705,0.00150661,0.000001036863,0.008267154,0.002461824,0.001792001,0.00003135097,0.00002470637,0.00694487],"genre_scores_gemma":[0.9897069,0.0001313669,0.00002350697,0.000957103,0.0003482634,0.00006820371,0.000007810782,0.00004036614,0.008716503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4961299,"threshold_uncertainty_score":0.9999623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04494453173837874,"score_gpt":0.321956239664483,"score_spread":0.2770117079261042,"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."}}