{"id":"W4402140161","doi":"10.22533/at.ed.6952430081","title":"ANÁLISE DA FRAGILIDADE COMO INSTRUMENTO PARA GESTÃO DE BACIAS DE RISCO – SERRA DO MAR (REGIÃO DA COSTA VERDE – RJ)","year":2024,"lang":"pt","type":"book-chapter","venue":"","topic":"Geography and Environmental Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Impact","funders":"","keywords":"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","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0006947129,0.001783577,0.001177018,0.0002571126,0.000986088,0.0006093535,0.001393929,0.001054098,0.04490829],"category_scores_gemma":[0.00001796382,0.001709518,0.0008835878,0.0002838667,0.002219439,0.0005051402,0.002816853,0.001703193,0.01229528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00163817,"about_ca_system_score_gemma":0.00004657336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003999544,"about_ca_topic_score_gemma":0.0009720654,"domain_scores_codex":[0.9931003,0.0001285516,0.001057377,0.002230985,0.001425872,0.002056868],"domain_scores_gemma":[0.9970046,0.0001593651,0.0003682492,0.001437757,0.00001021045,0.001019879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009985932,0.002181819,0.7325655,0.00174411,0.005583297,0.0037946,0.01324641,0.0039519,0.004504554,0.04151296,0.08028249,0.1096337],"study_design_scores_gemma":[0.00156805,0.0006765943,0.1537957,0.0009233905,0.001108584,0.0002290394,0.003526171,0.0005509427,0.0006977312,0.01406232,0.8194974,0.003364054],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1689582,0.009132233,0.000233395,0.002774317,0.001285373,0.001824871,0.001002481,0.0003651508,0.8144239],"genre_scores_gemma":[0.7719401,0.01878759,0.001257912,0.001879298,0.000256866,0.0001528012,0.0001798373,0.0002891187,0.2052565],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7392149,"threshold_uncertainty_score":0.999491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02153092355034357,"score_gpt":0.2323671196904059,"score_spread":0.2108361961400624,"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."}}