{"id":"W4200267754","doi":"10.32920/17064626","title":"Good Ideas from Successful Cities : Municipal Leadership on Immigrant Integration","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Local Economic Development and Planning","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prosperity; Immigration; Social capital; Politics; Capital city; Capital (architecture); Political science; Economic growth; Action (physics); Development economics; Economic geography; Geography; Economics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006705451,0.0002390151,0.0003556113,0.0001009798,0.0003176915,0.0006160827,0.0005044185,0.0004397763,0.003911369],"category_scores_gemma":[0.0001880831,0.0002267891,0.0001489413,0.00008723042,0.000162525,0.0001887917,0.000200449,0.0006393919,0.0001478226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001850405,"about_ca_system_score_gemma":0.0005432848,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1452237,"about_ca_topic_score_gemma":0.1672471,"domain_scores_codex":[0.9982237,0.0002632234,0.0003587227,0.0004802955,0.0003149417,0.0003591722],"domain_scores_gemma":[0.9990027,0.0004007957,0.0001561546,0.0002566911,0.00006724132,0.0001164126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001418565,0.0001544473,0.03153756,0.0001103308,0.0005578416,0.00007889091,0.7817184,0.0008678998,0.0000434808,0.1269106,0.007148399,0.05073032],"study_design_scores_gemma":[0.0005201333,0.00003919276,0.01608481,0.001431556,0.00008550529,3.794104e-7,0.9203503,0.001383191,0.0009532467,0.02077758,0.03699834,0.001375844],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6993332,0.0003683074,0.0002933201,0.003353365,0.00206774,0.0002072715,0.00002707063,0.0001449149,0.2942048],"genre_scores_gemma":[0.9799978,0.0001777439,0.0006369768,0.0009804409,0.0005650862,0.00002735068,0.0005683322,0.00001475615,0.01703152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2806646,"threshold_uncertainty_score":0.9969992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09836464208183776,"score_gpt":0.3021532229043616,"score_spread":0.2037885808225239,"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."}}