{"id":"W2952950140","doi":"10.2436/rcdp.i58.2019.3178","title":"THE ITALIAN EXPERIENCE OF AGGREGATION IN PUBLIC AUTHORITY PROCUREMENT","year":2019,"lang":"en","type":"article","venue":"Revista catalana de dret públic (Escola d'Administració Pública de Catalunya (EAPC))","topic":"Public Procurement and Policy","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Procurement; Humanities; Political science; Management; Philosophy; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003160915,0.000626941,0.0007171003,0.0007846924,0.0004143481,0.00185378,0.002035733,0.0003255916,0.000342381],"category_scores_gemma":[0.001379577,0.0005556891,0.0002899486,0.002653832,0.0003524531,0.002487778,0.0005197561,0.0006518646,0.0003326141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005648629,"about_ca_system_score_gemma":0.000926192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009912559,"about_ca_topic_score_gemma":0.0006530917,"domain_scores_codex":[0.994888,0.0001133988,0.001401577,0.0009298008,0.001101281,0.001565955],"domain_scores_gemma":[0.9965129,0.000193571,0.001094072,0.001531875,0.0004821064,0.0001854801],"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":[0.0003564642,0.001121404,0.5222995,0.002619696,0.0002131358,0.00007388693,0.003180938,0.000006878192,0.004725593,0.4238899,0.01682621,0.02468639],"study_design_scores_gemma":[0.001602847,0.0001057138,0.07237741,0.0004090617,0.00009059894,0.00005399048,0.001508518,0.001468557,0.001610652,0.001286407,0.9184235,0.001062775],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9661315,0.001030512,0.0001200026,0.01013676,0.0004056992,0.002377191,0.00009718483,0.0002746507,0.01942652],"genre_scores_gemma":[0.9958385,0.0001020738,0.0001077205,0.0009593228,0.0006765813,0.0003943072,0.0005980222,0.0000819712,0.001241491],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9015973,"threshold_uncertainty_score":0.9996895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02234172689280199,"score_gpt":0.2667916183361366,"score_spread":0.2444498914433346,"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."}}