{"id":"W2580538603","doi":"10.21438/rbgas.030601","title":"Construções sustentáveis na Engenharia Civil e a responsabilidade socioambiental","year":2016,"lang":"pt","type":"article","venue":"Revista Brasileira de Gestão Ambiental e Sustentabilidade","topic":"Environmental Sustainability and Education","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Humanities; Political science; Physics; Philosophy","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","sts","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","insufficient_payload"],"category_scores_codex":[0.002929328,0.001850267,0.001508595,0.0003922781,0.001380346,0.0007980166,0.002021996,0.001169414,0.03012752],"category_scores_gemma":[0.001370048,0.001622941,0.001196827,0.001340311,0.004616404,0.001996266,0.001887209,0.001186614,0.006242011],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01497168,"about_ca_system_score_gemma":0.0006815922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007143911,"about_ca_topic_score_gemma":0.0003573266,"domain_scores_codex":[0.9864557,0.002270255,0.002133111,0.003370312,0.002107834,0.003662824],"domain_scores_gemma":[0.9930013,0.00136728,0.0009794576,0.002552463,0.00009282611,0.002006677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007772679,0.002635733,0.8632177,0.0005926126,0.0002260858,0.0001565286,0.003656758,0.00005392272,0.1088188,0.001440552,0.003255324,0.01516875],"study_design_scores_gemma":[0.004108944,0.001447242,0.9314121,0.0009155691,0.000598134,0.0007344138,0.03339286,0.0001685171,0.01331228,0.0003036626,0.01080006,0.00280623],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886327,0.001118116,0.0004855713,0.002524514,0.00139745,0.003314927,0.0007164992,0.0003538023,0.001456452],"genre_scores_gemma":[0.9832048,0.0003384447,0.0003627292,0.0008072973,0.0004655564,0.0003394214,0.0001114622,0.0002985619,0.01407174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09550654,"threshold_uncertainty_score":0.9999197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01289098642783125,"score_gpt":0.253328832956847,"score_spread":0.2404378465290158,"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."}}