{"id":"W4387350425","doi":"10.37702/2175-957x.cobenge.2023.4689","title":"ENGENHARIA E SOCIEDADE: ESTUDOS DE CASO ENVOLVENDO A ONG ENGENHEIROS SEM FRONTEIRAS NÚCLEO BH, A SOCIEDADE E A PARCERIA COM AS ENGENHARIAS E O ENGINEERING LAB UNA CDU","year":2023,"lang":"pt","type":"article","venue":"","topic":"Business and Management Studies","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Future Earth","funders":"","keywords":"Humanities; Political science; 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","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.00590411,0.001670938,0.002143251,0.001095817,0.001885615,0.001831957,0.002773052,0.0008027184,0.006527581],"category_scores_gemma":[0.003286993,0.001513357,0.00113788,0.004765032,0.0004370979,0.001068494,0.003726671,0.001280385,0.008911139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006794111,"about_ca_system_score_gemma":0.0007082631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001643048,"about_ca_topic_score_gemma":0.0003064225,"domain_scores_codex":[0.9880272,0.0005957737,0.002271384,0.00273622,0.003106795,0.003262699],"domain_scores_gemma":[0.9928678,0.002797352,0.0007807503,0.00199032,0.0006708397,0.0008929123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006822128,0.002244654,0.02077683,0.001853746,0.009831877,0.002723824,0.1215612,0.01112406,0.02273034,0.05247042,0.6793771,0.07462375],"study_design_scores_gemma":[0.01054157,0.0008890911,0.09389465,0.001309144,0.002270563,0.00008546722,0.1281367,0.4268532,0.005252786,0.005045278,0.3186474,0.007074156],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7361022,0.01761607,0.1527064,0.04212756,0.01612797,0.009186467,0.001115114,0.006709974,0.01830817],"genre_scores_gemma":[0.9402022,0.002357745,0.001385086,0.001719725,0.0007206782,0.0005459503,0.00007229688,0.0002683958,0.05272792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4157291,"threshold_uncertainty_score":0.9996037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08554147448862302,"score_gpt":0.3517762388542927,"score_spread":0.2662347643656696,"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."}}