{"id":"W2047886668","doi":"10.1108/02610150410787693","title":"Equal employment opportunity: acculturation experience of immigrant medical professionals in New Zealand in the period 1995 to 2000","year":2004,"lang":"en","type":"article","venue":"Equal Opportunities International","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Privilege (computing); Government (linguistics); Acculturation; Period (music); Medical profession; Political science; New immigrants; Medicine; Medical education; Law","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":[0.001614454,0.0001495566,0.0001986214,0.000254731,0.000146999,0.00009098522,0.001011115,0.0001229215,0.002443451],"category_scores_gemma":[0.000666868,0.0001142906,0.00007571773,0.0001993822,0.0001679267,0.0004103412,0.0001787706,0.0002297133,0.00002194391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004177964,"about_ca_system_score_gemma":0.001708715,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0235996,"about_ca_topic_score_gemma":0.0405669,"domain_scores_codex":[0.9963659,0.0002277582,0.0006328561,0.0002253736,0.002248509,0.0002995908],"domain_scores_gemma":[0.9991217,0.0002012703,0.0001671862,0.0001147567,0.000175989,0.0002191179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001422884,0.0004391391,0.001436849,0.000003970712,0.00002625288,0.0001232104,0.8208756,0.00007686533,0.00003014229,0.1682173,0.002061906,0.00656646],"study_design_scores_gemma":[0.001765119,0.0001778962,0.004605892,0.0003576495,0.000005590672,0.00001289315,0.9047872,0.00002771376,0.0001446438,0.007377089,0.08041678,0.0003215151],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8917945,0.00008618869,0.0001876625,0.08873444,0.001031522,0.0004343275,0.00003114784,0.00002160339,0.01767862],"genre_scores_gemma":[0.9915983,0.0002458229,0.00006849864,0.002002404,0.0005239386,0.00005549932,0.00008420184,0.000008140411,0.005413192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1608402,"threshold_uncertainty_score":0.9984685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1286766729103591,"score_gpt":0.4088639913815332,"score_spread":0.2801873184711742,"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."}}