{"id":"W1511169402","doi":"10.1108/01443330610657197","title":"Central city socio‐economic characteristics and public participation strategies","year":2006,"lang":"en","type":"article","venue":"International Journal of Sociology and Social Policy","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scope (computer science); Voluntarism (philosophy); Public participation; Originality; Local government; Government (linguistics); Political science; Public relations; Public consultation; Public administration; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006354661,0.00007020701,0.0001533948,0.0001464394,0.0004742536,0.0002427864,0.000182749,0.0001686729,0.00008747107],"category_scores_gemma":[0.000246846,0.00006992975,0.00005974623,0.00003319562,0.001330658,0.0005293711,0.00003547727,0.000206095,0.000002182131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001997641,"about_ca_system_score_gemma":0.001362219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002274228,"about_ca_topic_score_gemma":0.0004754902,"domain_scores_codex":[0.9988449,0.0002448413,0.0003209494,0.00008482608,0.0002136359,0.0002908678],"domain_scores_gemma":[0.9992257,0.0001409311,0.0002835764,0.00002196223,0.0002214194,0.000106464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00002415031,0.00004731702,0.04116723,0.000002269354,0.00005838527,0.000005457679,0.008824633,7.513448e-7,0.00005249893,0.9448553,0.000889523,0.004072506],"study_design_scores_gemma":[0.0005959142,0.00005877975,0.7241646,0.000004387957,0.00001204736,0.00001313742,0.01013711,0.00002446449,0.000009234442,0.229294,0.03556442,0.000121891],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9070428,0.00004166975,0.0001242952,0.08682086,0.000284347,0.0000378478,0.00003570455,0.000009632517,0.005602849],"genre_scores_gemma":[0.993214,0.0002075844,0.0000270653,0.000569024,0.005762795,0.000002156079,0.00001251998,0.000003737297,0.0002011068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7155613,"threshold_uncertainty_score":0.4902864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0622621387083724,"score_gpt":0.430921110234785,"score_spread":0.3686589715264126,"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."}}