{"id":"W4410455422","doi":"10.5539/jsd.v18n3p204","title":"Analysis of Commitment to the Implementation of Sustainable Public Procurement in Brazil","year":2025,"lang":"en","type":"article","venue":"Journal of Sustainable Development","topic":"Public Procurement and Policy","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Procurement; Business; Marketing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003462006,0.0001935386,0.0005325556,0.0042821,0.0001774851,0.0002054655,0.0006623546,0.00004889687,0.000176617],"category_scores_gemma":[0.0002495046,0.0001445034,0.0001616105,0.006296525,0.0000346821,0.001085327,0.0004641259,0.0001513923,0.000002551956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007331049,"about_ca_system_score_gemma":0.001188907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009640763,"about_ca_topic_score_gemma":0.0006363475,"domain_scores_codex":[0.9970989,0.00003589872,0.001392903,0.0001727991,0.000703019,0.0005965167],"domain_scores_gemma":[0.9964263,0.00004627853,0.001076329,0.0002393029,0.002182122,0.00002960959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002778241,0.0009594951,0.5287372,0.00188039,0.003150512,0.00007523222,0.005440351,0.001341936,0.0001753738,0.3942918,0.04808338,0.01558651],"study_design_scores_gemma":[0.001415224,0.0000491178,0.3486847,0.0000714555,0.0004488501,5.56666e-7,0.07094133,0.00007981312,0.0009975125,0.001475135,0.5756487,0.0001876181],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9686298,0.0003687549,0.001380569,0.02079928,0.0001641541,0.001458262,0.000001475281,0.00001282397,0.007184891],"genre_scores_gemma":[0.9962928,0.00001491498,0.0002610589,0.00125222,0.00008520688,0.00007368542,0.0000134636,0.000009785119,0.00199692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5275654,"threshold_uncertainty_score":0.5892678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01365404938357844,"score_gpt":0.2874632095039344,"score_spread":0.2738091601203559,"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."}}