{"id":"W4377245607","doi":"10.3917/vst.158.0102","title":"Service public français entre digitalisation, externalisation et invisibilisation","year":2023,"lang":"fr","type":"article","venue":"VST - Vie sociale et traitements","topic":"Social Sciences and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministère de l’Emploi et de la Solidarité Sociale (Québec)","funders":"","keywords":"Political science; Humanities; Social innovation; Business; Public relations","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002980652,0.0003490034,0.0003574191,0.0001545043,0.001152318,0.0007253406,0.0006683916,0.0003717483,0.001963305],"category_scores_gemma":[0.0006441133,0.0004017611,0.0002380847,0.004272689,0.0005284981,0.004115912,0.0001475496,0.0002965012,0.001428855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006232923,"about_ca_system_score_gemma":0.001142488,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04823963,"about_ca_topic_score_gemma":0.1747046,"domain_scores_codex":[0.9947595,0.0008979019,0.0007492235,0.0007117949,0.001907435,0.000974115],"domain_scores_gemma":[0.9980174,0.0003371766,0.0006260652,0.0002563651,0.0004484495,0.0003145906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000145832,0.0005062983,0.08207943,0.0001719144,0.0001721918,0.00001079328,0.3251666,0.0001869387,0.000134487,0.1920352,0.06500722,0.3345144],"study_design_scores_gemma":[0.0008113439,0.00005267267,0.2193904,0.0001569089,0.00005271288,4.895078e-7,0.03192322,0.0004354908,0.00002038457,0.02759448,0.7190339,0.0005279978],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7371648,0.000901676,0.0004399001,0.1808193,0.005420477,0.0008986496,0.0005055392,0.0003598118,0.07348984],"genre_scores_gemma":[0.9791207,0.001541817,0.0001158031,0.007525797,0.001315494,0.0001328474,0.0003310677,0.0000469843,0.009869499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6540267,"threshold_uncertainty_score":0.9998434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09720241929876158,"score_gpt":0.3539705993113266,"score_spread":0.256768180012565,"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."}}