{"id":"W4200611349","doi":"10.32920/17078147.v1","title":"New Zealand: Good Ideas from Successful Cities : Municipal Leadership on Immigrant Integration","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Barrow Cadbury Trust; Tindall Foundation; Carnegie Corporation of New York","keywords":"Immigration; Excellence; Snapshot (computer storage); Public administration; Political science; Global city; Regional science; Geography; Economic growth; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004926167,0.0004369923,0.000366437,0.001689141,0.01201975,0.01185198,0.0007583473,0.001340759,0.009360177],"category_scores_gemma":[0.008543289,0.0004259759,0.0002527387,0.005305218,0.00679007,0.006694969,0.008168691,0.002941087,0.0007710859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01430151,"about_ca_system_score_gemma":0.02530645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3199566,"about_ca_topic_score_gemma":0.5891887,"domain_scores_codex":[0.9965655,0.00130262,0.0001527802,0.0001677195,0.0009112755,0.0009000303],"domain_scores_gemma":[0.9930823,0.0008801505,0.0008890795,0.0004215247,0.001242011,0.003485014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005315775,0.0000810814,0.03314913,0.0004253015,0.00002534877,0.0007108116,0.697993,0.0001715827,0.0007178494,0.0364818,0.1589363,0.07125469],"study_design_scores_gemma":[0.00001430218,0.0000336562,0.05296171,0.0003361399,0.00001435602,0.0001204839,0.5932366,0.00006676593,0.0002161692,0.00298307,0.3499682,0.00004859878],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6431254,0.009381996,0.002420171,0.1457103,0.001535744,0.0003719503,0.001510643,0.0002037387,0.19574],"genre_scores_gemma":[0.9373253,0.007498983,0.003367383,0.004328053,0.0001596693,0.0003226403,0.0007101855,0.0002422816,0.04604554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3199566,"threshold_uncertainty_score":0.6361884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1054565834076149,"score_gpt":0.3613640251274879,"score_spread":0.2559074417198731,"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."}}