{"id":"W4402140303","doi":"10.22533/at.ed.6952430089","title":"CANALIZAÇÕES E TRANSFORMAÇÕES HIDROGEOMORFOLÓGICAS: DESAFIO E CONSEQUÊNCIAS","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":"Computer science","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":[0.0003155578,0.001501652,0.001077326,0.0002279519,0.0007797782,0.0001820128,0.0007440925,0.0006950963,0.1293907],"category_scores_gemma":[0.000006364619,0.001284732,0.001146273,0.0002017986,0.002391505,0.0003138906,0.0007354481,0.0009339306,0.0371835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005116716,"about_ca_system_score_gemma":0.00002699786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004375985,"about_ca_topic_score_gemma":0.008579499,"domain_scores_codex":[0.9947955,0.00003292399,0.001059252,0.001644209,0.001228921,0.001239186],"domain_scores_gemma":[0.9983714,0.0001159537,0.0002043972,0.0007119108,0.00001001223,0.0005863768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006974925,0.001343095,0.04998473,0.002866918,0.01327378,0.007576784,0.01465447,0.00180945,0.002348453,0.6135381,0.09281931,0.1990874],"study_design_scores_gemma":[0.0005009242,0.0004289936,0.003741007,0.000468151,0.001265773,0.0002454744,0.001699834,0.0001079884,0.0005742966,0.01918807,0.9695286,0.002250863],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004559404,0.01134132,0.0001518306,0.00144038,0.0009966593,0.0009495739,0.0007282043,0.0002699025,0.9795627],"genre_scores_gemma":[0.4230025,0.01512777,0.0002297232,0.0008642687,0.0001480611,0.00006517895,0.00009190404,0.0001745831,0.5602961],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8767093,"threshold_uncertainty_score":0.9997733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01662206778533083,"score_gpt":0.2047517853057758,"score_spread":0.188129717520445,"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."}}