{"id":"W3031518378","doi":"10.1108/tg-12-2019-0118","title":"Social participation in the definition of budgetary instruments","year":2020,"lang":"en","type":"article","venue":"Transforming Government People Process and Policy","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Originality; Identification (biology); Public relations; Element (criminal law); Value (mathematics); Perception; Sociology; Political science; Psychology; Computer science; Qualitative research; Social 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":[],"consensus_categories":[],"category_scores_codex":[0.00003907349,0.00006430464,0.000089362,0.00001535963,0.00003742079,0.00001072918,0.00006417264,0.00003447124,0.000003567987],"category_scores_gemma":[0.00001008501,0.00005127527,0.00001739477,0.0001655685,0.00001988413,0.0001036544,0.000005482681,0.00006432406,4.815644e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002005827,"about_ca_system_score_gemma":0.000008044859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000564468,"about_ca_topic_score_gemma":0.0000813321,"domain_scores_codex":[0.9995427,0.000004655253,0.0001297598,0.00005426861,0.0001562657,0.0001123572],"domain_scores_gemma":[0.9999244,0.00001360878,0.00001719226,0.00002745009,0.000003899563,0.00001345831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002031879,0.0002476488,0.1854453,0.005219797,0.0001381242,0.000003936251,0.3124235,0.001297356,0.004808089,0.1738211,0.0002772461,0.3161147],"study_design_scores_gemma":[0.006700533,0.001114502,0.728221,0.0002962674,0.0002379239,0.00001513129,0.07472581,0.03460876,0.08814606,0.05823137,0.006202134,0.001500489],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938799,0.00005583865,0.0002096352,0.00233888,0.000008765198,0.000102491,0.00001975891,0.0000441617,0.003340555],"genre_scores_gemma":[0.9995177,0.0002017374,0.00002750279,0.0001698985,0.00003735744,0.0000358038,0.000003551291,0.000005910801,5.350977e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5427757,"threshold_uncertainty_score":0.2090945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0210167813512121,"score_gpt":0.2551482215315495,"score_spread":0.2341314401803374,"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."}}