{"id":"W4241150079","doi":"10.1142/7622","title":"Chinese Community Leadership","year":2010,"lang":"en","type":"book","venue":"WORLD SCIENTIFIC eBooks","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Political science; Sociology","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":[0.0003790532,0.0008049825,0.0002900198,0.0009167669,0.006371708,0.002355344,0.0005093073,0.0006258735,0.07434526],"category_scores_gemma":[0.0004863087,0.0002076794,0.000226755,0.001401516,0.001087993,0.001424491,0.001695642,0.001278786,0.01330155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002641104,"about_ca_system_score_gemma":0.005717861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01999104,"about_ca_topic_score_gemma":0.06937173,"domain_scores_codex":[0.999658,0.00004131193,0.000008035276,0.00004810657,0.00009797842,0.0001466005],"domain_scores_gemma":[0.9998358,0.00001105727,0.000006345879,0.00001269343,0.000045463,0.00008862116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002712184,0.00006092586,0.001160731,0.0001312119,0.00000606842,0.0002895329,0.006638679,0.0001087033,0.000370999,0.1566911,0.6853616,0.1491534],"study_design_scores_gemma":[0.000008818299,0.0000192286,0.001581402,0.00004013784,0.000003571645,0.00004812445,0.001772646,0.00009893225,0.00008700784,0.004863938,0.9914706,0.000005482857],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008192847,0.002355698,0.000534869,0.006581399,0.001708518,0.0001007808,0.00008995752,0.0001079068,0.9803279],"genre_scores_gemma":[0.03658102,0.001002903,0.0002683208,0.000928338,0.0002185877,0.00006821231,0.00007868737,0.00003360079,0.9608203],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07434526,"threshold_uncertainty_score":0.2487097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1184031026765275,"score_gpt":0.3556614588325642,"score_spread":0.2372583561560366,"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."}}