{"id":"W2767661314","doi":"10.19146/pibic-2017-78564","title":"AVALIAÇÃO DO CONSUMO DE ENERGIA TEÓRICO NA REMOÇÃO DE NITROGÊNIO EM ESTAÇÕES DE TRATAMENTO DE ESGOTO","year":2017,"lang":"pt","type":"article","venue":"Anais do Congresso de Iniciação Científica da Unicamp","topic":"Water-Energy-Food Nexus Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Stantec (Canada)","funders":"","keywords":"Physics; Materials 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","sts","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts"],"category_scores_codex":[0.00406813,0.001610783,0.001638225,0.0004308712,0.003835507,0.002528889,0.006091827,0.001129058,0.001375863],"category_scores_gemma":[0.002450989,0.001688873,0.0007941361,0.000767598,0.002994527,0.001194131,0.00360103,0.001441579,0.0005929476],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004262278,"about_ca_system_score_gemma":0.0009832255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004547299,"about_ca_topic_score_gemma":0.006840746,"domain_scores_codex":[0.9873189,0.001645716,0.001762301,0.002542044,0.001652656,0.005078353],"domain_scores_gemma":[0.9904316,0.0009465448,0.001675482,0.004627175,0.0002068787,0.002112342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001792016,0.005429075,0.5797144,0.0005367575,0.003236009,0.005181713,0.05774185,0.002860835,0.1207109,0.05376859,0.1032405,0.06578735],"study_design_scores_gemma":[0.01447542,0.00319754,0.535386,0.003680066,0.0034947,0.001606494,0.04123049,0.0288519,0.1070571,0.05107841,0.1996338,0.01030814],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9374406,0.004445457,0.00131378,0.003296224,0.001252144,0.001041138,0.0009739306,0.0004179393,0.04981876],"genre_scores_gemma":[0.9874256,0.002100106,0.002832259,0.002704708,0.0003483547,0.0002317798,0.00004779661,0.0002630878,0.004046334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09639333,"threshold_uncertainty_score":0.9997187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03238823518402283,"score_gpt":0.2937557915322469,"score_spread":0.2613675563482241,"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."}}