{"id":"W4319748482","doi":"10.4335/20.4.837-858(2022)","title":"Joint Production of Public Services in Shrinking Rural Areas in Germany: Results of Exploratory Research","year":2022,"lang":"en","type":"article","venue":"Lex localis - Journal of Local Self-Government","topic":"Urbanization and City Planning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute on Governance","funders":"","keywords":"Scope (computer science); Flourishing; Resizing; Exploratory research; Business; German; Public sector; Production (economics); Public relations; Service (business); Public service; Corporate governance; Public administration; Economic growth; Political science; Marketing; Economics; Economic policy; Finance; European union; Sociology; Economy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00218231,0.000291529,0.000317218,0.001870794,0.001372807,0.001598842,0.0003554086,0.0003621163,0.002705222],"category_scores_gemma":[0.002916997,0.0002064577,0.0001858148,0.00324203,0.002377611,0.001285574,0.002379761,0.0004216219,0.0003779504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002386192,"about_ca_system_score_gemma":0.002124851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01107446,"about_ca_topic_score_gemma":0.01572521,"domain_scores_codex":[0.9983792,0.0007540435,0.00006300037,0.0001627708,0.0001980374,0.0004429835],"domain_scores_gemma":[0.9973259,0.001308918,0.0006232169,0.0002369327,0.0001630337,0.0003420132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006483895,0.00208074,0.4496824,0.0008499712,0.0001404438,0.005340904,0.3804586,0.003742221,0.005190631,0.01983026,0.00308677,0.1289487],"study_design_scores_gemma":[0.00004491243,0.0006511241,0.4192902,0.0001927982,0.00007911312,0.0007022191,0.5593689,0.001794718,0.001595367,0.001334497,0.01491854,0.00002761418],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985698,0.00008046744,0.0001049243,0.00005322323,7.49522e-7,0.00001904742,0.00005871027,0.000001675285,0.001111353],"genre_scores_gemma":[0.9991286,0.0001725679,0.0001953775,0.00001230311,0.000001509793,0.00002199762,0.00006274894,0.000001470636,0.0004034434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01107446,"threshold_uncertainty_score":0.02201998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06392940983691303,"score_gpt":0.3081145769659021,"score_spread":0.244185167128989,"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."}}