{"id":"W7010987544","doi":"","title":"Leadership of mayors and governors during crises: a systematic review on tasks, behavior and effectiveness","year":2015,"lang":"en","type":"article","venue":"Research portal (Tilburg University)","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Impact","funders":"","keywords":"Government (linguistics); Work (physics); Key (lock); Public policy","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":[0.003834601,0.00009175294,0.0003027002,0.0003802384,0.0003549327,0.00006151844,0.00028344,0.00008380827,0.00004199902],"category_scores_gemma":[0.002418952,0.00008769587,0.00004600992,0.0008870941,0.0008247733,0.0003209152,0.0001206662,0.0002701748,0.000007567725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001340271,"about_ca_system_score_gemma":0.0006260216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001669749,"about_ca_topic_score_gemma":0.0003617964,"domain_scores_codex":[0.9965861,0.001503117,0.0001567878,0.00024685,0.001076793,0.0004303031],"domain_scores_gemma":[0.998377,0.0005055688,0.00008063044,0.0001853773,0.0003216713,0.0005296973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0009953136,0.00156369,0.07066404,0.3901919,0.0005320222,0.00343122,0.01717168,0.000003465824,0.001425793,0.5056691,0.007537877,0.0008138863],"study_design_scores_gemma":[0.00973938,0.004399007,0.2277008,0.209492,0.001073413,0.0001446413,0.5131405,0.0000386539,0.00488921,0.00188634,0.0249706,0.002525496],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9625855,0.001854078,0.000002449829,0.001154455,0.00002935211,0.00166752,0.00003653056,0.00003243419,0.03263767],"genre_scores_gemma":[0.992305,0.001725174,0.000003977233,0.00001972249,0.00002341419,0.0000093227,0.000003030814,0.000006337812,0.005904031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5037828,"threshold_uncertainty_score":0.3576134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.277310216972326,"score_gpt":0.4362059332940592,"score_spread":0.1588957163217332,"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."}}