{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001812498,0.0003544874,0.0003123072,0.000716487,0.05078653,0.006293829,0.001899068,0.002746231,0.004350161],"category_scores_gemma":[0.003288682,0.0002527136,0.0003802262,0.002093895,0.01814963,0.001660774,0.003708687,0.004671958,0.0002367664],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1445514,"about_ca_system_score_gemma":0.09143367,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9940099,"about_ca_topic_score_gemma":0.9977611,"domain_scores_codex":[0.9973301,0.0009675358,0.00003377357,0.000138047,0.000234342,0.001296302],"domain_scores_gemma":[0.9974166,0.0007231358,0.0001730837,0.0000557694,0.0004528357,0.001178523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008382147,0.00008055914,0.02188823,0.0001029795,0.00002108509,0.008688783,0.8901503,0.0004365409,0.0006614943,0.04629314,0.01968945,0.01190367],"study_design_scores_gemma":[0.00001271273,0.00002162163,0.0155411,0.0001775665,0.00001538934,0.0004864137,0.9222931,0.000290751,0.00011791,0.001258464,0.05974206,0.00004291708],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8693015,0.002689356,0.0005882343,0.0590032,0.0002211003,0.00007398351,0.0001892171,0.00002401057,0.06790944],"genre_scores_gemma":[0.987838,0.0007005818,0.0001986052,0.002877031,0.00002179894,0.00001436205,0.00003298753,0.00001072426,0.008305785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1445514,"threshold_uncertainty_score":0.9921991,"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."}}