{"id":"W4243621228","doi":"10.32920/ryerson.14661258.v1","title":"What to expect? : examining the role of pre-departure cultural orientations","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Migration, Health and Trauma","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"United Nations High Commissioner for Refugees","keywords":"Refugee; Exploratory research; Political science; Immigration; Settlement (finance); Officer; Social capital; Public relations; Psychology; Sociology; Business; Social science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.009841526,0.000426973,0.0003898712,0.0008651851,0.004738539,0.007710912,0.001558504,0.00116587,0.004137503],"category_scores_gemma":[0.02269221,0.0003610204,0.0005336432,0.0009316293,0.007513315,0.003713348,0.004757401,0.004393002,0.0002965452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01004746,"about_ca_system_score_gemma":0.02661551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2206006,"about_ca_topic_score_gemma":0.3620497,"domain_scores_codex":[0.9960439,0.001857691,0.0001154229,0.0003068569,0.0006690205,0.001007188],"domain_scores_gemma":[0.98821,0.005185165,0.002331842,0.0004513965,0.001100955,0.002720659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001430529,0.0006883765,0.6343259,0.0001798346,0.00006273495,0.0004973122,0.3209692,0.0001017037,0.0002391894,0.009737768,0.001987073,0.0310677],"study_design_scores_gemma":[0.00001268464,0.00008833921,0.1820511,0.0003406375,0.00004019677,0.000163758,0.8095849,0.000295236,0.0001809546,0.002642372,0.00457142,0.00002844176],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828376,0.000415484,0.0002276452,0.005287677,0.00004978128,0.0000539218,0.00007736555,0.000004124221,0.01104654],"genre_scores_gemma":[0.9975858,0.0004236511,0.0002720534,0.0005261727,0.000006845907,0.00002548438,0.00005297672,0.000006575832,0.001100389],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2206006,"threshold_uncertainty_score":0.4386333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04418617917946461,"score_gpt":0.3761388218964618,"score_spread":0.3319526427169972,"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."}}