{"id":"W4212969177","doi":"10.15353/joci.v18i1.4749","title":"impact of the pandemic on communication between local government and citizens in a small village in Tuscany","year":2022,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"Public Relations and Crisis Communication","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Local government; Public relations; Context (archaeology); Government (linguistics); Face-to-face; Face-to-face interaction; Politics; Political science; Mediation; Face (sociological concept); Sociology; Public administration; Geography; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00782444,0.00005533357,0.0001523482,0.00008070024,0.0007664225,0.00002538419,0.001328252,0.00003583455,0.0000149795],"category_scores_gemma":[0.0002538307,0.00003479608,0.00006035254,0.0004096756,0.0002552428,0.0001754609,0.0004966831,0.001233968,2.396111e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006472657,"about_ca_system_score_gemma":0.0001755845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003588743,"about_ca_topic_score_gemma":0.004725097,"domain_scores_codex":[0.9957377,0.00314199,0.0006074836,0.000006260537,0.0003996378,0.0001068758],"domain_scores_gemma":[0.9972167,0.001464466,0.0006922961,0.0005341972,0.00006208911,0.00003025513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00007760635,0.0002320144,0.3395739,0.00001123961,0.00004800964,4.094056e-8,0.6207959,0.0129915,0.00001071209,0.004094958,0.000293146,0.02187089],"study_design_scores_gemma":[0.0004972041,0.0001743652,0.6569466,0.00005522944,0.00001718738,0.000004971806,0.3367922,0.0006216804,0.000002686922,0.003879243,0.0009606159,0.00004803158],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923634,0.00007395028,0.0001009,0.001444058,0.00001450288,0.0001417304,0.00001170718,0.000002215108,0.005847541],"genre_scores_gemma":[0.9991594,0.0006871078,0.00003311285,0.00009863276,0.000004559124,0.000002303176,0.000001744773,0.00000263372,0.00001053795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3173726,"threshold_uncertainty_score":0.589478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04320724377937758,"score_gpt":0.3230803029253523,"score_spread":0.2798730591459747,"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."}}