{"id":"W2028551312","doi":"10.3406/pole.2003.1308","title":"De la nécessité d'être un généraliste : le cas des sous-préfets d'arrondissement","year":2003,"lang":"fr","type":"article","venue":"Pôle Sud","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nautical Research Society","funders":"","keywords":"Humanities; Political science; Physics; Philosophy","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009615445,0.0002514349,0.0003220614,0.00004012791,0.001898243,0.0001898342,0.000271251,0.0002098018,0.001101692],"category_scores_gemma":[0.000333378,0.0002773232,0.000199181,0.0004887471,0.001979933,0.0002207397,0.00006793434,0.0002350296,0.0001655995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007421667,"about_ca_system_score_gemma":0.0004145423,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04359649,"about_ca_topic_score_gemma":0.02215521,"domain_scores_codex":[0.9972023,0.000913233,0.0002801001,0.0003375565,0.0003885454,0.000878268],"domain_scores_gemma":[0.9990594,0.0002711673,0.0001197152,0.000178254,0.00008806214,0.0002834192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005963961,0.0003990596,0.0266029,0.00007994871,0.0001721279,0.0001285527,0.09967384,0.0000319797,0.00007034052,0.8277622,0.0242405,0.02083252],"study_design_scores_gemma":[0.0004892733,0.00006058647,0.01652828,0.00008132896,0.00009653105,0.00001015394,0.02544386,0.00001620213,0.0007150663,0.1053471,0.8507744,0.0004372497],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3015853,0.09461536,0.0002532596,0.003916217,0.001713783,0.0002272032,0.00002399675,0.00009369747,0.5975712],"genre_scores_gemma":[0.9179212,0.004621801,0.0008525591,0.0003038876,0.0003495053,0.00002979143,0.00000337024,0.00002816782,0.07588974],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8265339,"threshold_uncertainty_score":0.9999679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0280499735978592,"score_gpt":0.2834867567402656,"score_spread":0.2554367831424064,"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."}}