{"id":"W2120381445","doi":"10.1002/pa.94","title":"Managing public affairs through storytelling","year":2002,"lang":"en","type":"article","venue":"Journal of Public Affairs","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Storytelling; Narrative; Public relations; Sociology; Political science; Public administration; Art; Literature","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008754758,0.0002588803,0.000362819,0.0006781151,0.0004575754,0.0009008803,0.0006532755,0.00006929406,0.004223416],"category_scores_gemma":[0.0003773911,0.0002247781,0.0002060609,0.001280967,0.000100541,0.005270427,0.0003087676,0.0002812894,0.0004615968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001075194,"about_ca_system_score_gemma":0.00002155471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001232923,"about_ca_topic_score_gemma":0.0000386593,"domain_scores_codex":[0.997755,0.00002444521,0.0006567662,0.0002334413,0.0008166129,0.0005137402],"domain_scores_gemma":[0.9981806,0.00006249068,0.0008730948,0.000208422,0.0006347882,0.00004055776],"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":[0.00001487595,0.0004531149,0.02039868,0.0002274798,0.0006625043,0.0001494861,0.000587573,0.0003999564,0.00007843835,0.5326278,0.4175995,0.02680062],"study_design_scores_gemma":[0.0008878036,0.00002635576,0.001067969,0.00006071538,0.0001235344,0.00001541681,0.008770528,0.003014194,0.000009626934,0.01875936,0.9668672,0.0003972669],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004511985,0.004967139,0.05315118,0.07033152,0.00212961,0.0002876279,0.000001276372,0.0002499875,0.8643697],"genre_scores_gemma":[0.9913773,0.0005694539,0.001685566,0.000845446,0.00323452,0.000003034363,0.000005041795,0.00005136172,0.002228267],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9868653,"threshold_uncertainty_score":0.9966869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04244822550552396,"score_gpt":0.2183739920373702,"score_spread":0.1759257665318462,"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."}}