{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001190822,0.000392881,0.0003211312,0.001526445,0.000693279,0.001728804,0.0009575963,0.0005649078,0.002786927],"category_scores_gemma":[0.002985293,0.000321122,0.0005145182,0.003051545,0.0006543931,0.0004179197,0.000756409,0.0005855294,0.0005291869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002849063,"about_ca_system_score_gemma":0.003507135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3029348,"about_ca_topic_score_gemma":0.5377089,"domain_scores_codex":[0.9992235,0.0002135489,0.00003977214,0.0001463522,0.0003041314,0.00007276169],"domain_scores_gemma":[0.9988621,0.0003271992,0.0002129319,0.000103159,0.0004422718,0.00005232053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001634856,0.00009950073,0.3227608,0.001814848,0.0002235059,0.0007868743,0.01866959,0.002198672,0.01625519,0.01741084,0.03293614,0.5866806],"study_design_scores_gemma":[0.000003718702,0.0001191093,0.8552674,0.0005374182,0.00008484755,0.0003165019,0.00733351,0.001260807,0.00535571,0.001912758,0.1277656,0.00004263877],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6760898,0.04691749,0.01571856,0.01008018,0.0004319857,0.0004424755,0.01049191,0.0005026635,0.239325],"genre_scores_gemma":[0.8825814,0.01157196,0.03093472,0.0006668502,0.00008442895,0.0001629249,0.002332358,0.0001608165,0.0715046],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3029348,"threshold_uncertainty_score":0.6023431,"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."}}