{"id":"W3124887159","doi":"","title":"International Migration Management in the Age of Artificial Intelligence","year":2020,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"European Criminal Justice and Data Protection","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Identity (music); Political science; Politics; Identity management; Face (sociological concept); Affect (linguistics); Public relations; Sociology; Law; Social science","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":[0.008109889,0.0003532324,0.0004185842,0.001794702,0.005140155,0.01073712,0.001224869,0.003911157,0.004249895],"category_scores_gemma":[0.0125834,0.000173721,0.000227454,0.00291761,0.01224873,0.01499318,0.006477235,0.005553297,0.0006172715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004508039,"about_ca_system_score_gemma":0.005998888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003503182,"about_ca_topic_score_gemma":0.003511035,"domain_scores_codex":[0.9955532,0.002733431,0.0002214408,0.0003528424,0.0007858655,0.0003531778],"domain_scores_gemma":[0.9929577,0.003984009,0.0008852379,0.0007573065,0.00070862,0.00070718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002306316,0.00004849476,0.00247401,0.0002028315,0.00001887715,0.0001845298,0.01580348,0.001028337,0.0001397312,0.8237022,0.02065345,0.135721],"study_design_scores_gemma":[0.000006564201,0.00004430124,0.002026358,0.0009999146,0.000008537337,0.0001531398,0.02672977,0.001455449,0.000139627,0.5853478,0.3830612,0.00002719535],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06179878,0.05577944,0.0357467,0.4774011,0.003004554,0.00009572606,0.0001375086,0.0001912832,0.3658449],"genre_scores_gemma":[0.8848858,0.05568847,0.01905156,0.01980922,0.002930783,0.0001281885,0.000137895,0.00008434415,0.01728367],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01073712,"threshold_uncertainty_score":0.04288965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05394012322861727,"score_gpt":0.3230253758547027,"score_spread":0.2690852526260854,"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."}}