{"id":"W3042565988","doi":"10.1386/hosp_00024_1","title":"What does hospitality look like when immigrants are ‘wanted’? The case of the immigration selection process in Quebec, Canada","year":2020,"lang":"en","type":"article","venue":"Hospitality & Society","topic":"Migration, Identity, and Health","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Immigration; Hospitality; Ambivalence; Bureaucracy; Narrative; Sociology; Political science; Selection (genetic algorithm); Public relations; Tourism; Law; Social psychology; Psychology; Politics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001054021,0.0001814717,0.0002841472,0.0000108567,0.001282438,0.0002665082,0.0004093153,0.0001617997,0.00005077842],"category_scores_gemma":[0.0002028369,0.0001155681,0.0002190882,0.000711436,0.0003829227,0.001011685,0.00005893326,0.0003422823,0.000001245106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006362774,"about_ca_system_score_gemma":0.001967486,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9883867,"about_ca_topic_score_gemma":0.999804,"domain_scores_codex":[0.9976028,0.00043344,0.0005150014,0.0003965264,0.0006658664,0.0003863484],"domain_scores_gemma":[0.9986429,0.00008512076,0.0004434587,0.0002741963,0.0004139974,0.0001403891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001215596,0.0001031902,0.5454057,0.000259735,0.00003946615,0.000005675446,0.4339573,0.00002949528,0.00001392818,0.000563858,0.01926987,0.0003396344],"study_design_scores_gemma":[0.0002045878,0.00002057934,0.371625,0.00006539308,0.00003840381,0.000001227902,0.6246158,0.0003147597,0.000150392,0.00206075,0.0007200131,0.0001830576],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9574147,0.0005580765,0.00003597686,0.04022061,0.0007697175,0.0008629829,0.00003714681,0.00004119585,0.00005962326],"genre_scores_gemma":[0.9959563,0.0008917864,0.00001170748,0.002490858,0.0002881054,0.00004112236,0.0000101118,0.0000118314,0.0002981834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1906585,"threshold_uncertainty_score":0.9863607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01195827531967562,"score_gpt":0.2736094811091993,"score_spread":0.2616512057895237,"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."}}