{"id":"W2799999121","doi":"10.3390/socsci7050076","title":"Settlement and Integration Needs of Skilled Immigrants in Canada","year":2018,"lang":"en","type":"article","venue":"Social Sciences","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":116,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Immigration; Settlement (finance); Government (linguistics); Mainstream; Social integration; Economic integration; Economic growth; Political science; Business; Economics","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":[0.001338139,0.0002668231,0.0005254105,0.0009789048,0.01871759,0.004189978,0.001143141,0.001017658,0.002804451],"category_scores_gemma":[0.003563951,0.0002250124,0.0003514165,0.00220382,0.002557708,0.001122213,0.003636812,0.001397879,0.0001692835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03051538,"about_ca_system_score_gemma":0.08858462,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9777883,"about_ca_topic_score_gemma":0.99112,"domain_scores_codex":[0.9983359,0.0002101913,0.0000672774,0.00007851871,0.0003834508,0.0009246689],"domain_scores_gemma":[0.9977622,0.0001746297,0.0002191915,0.00002228857,0.000815106,0.0010065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001194905,0.0001593194,0.1484733,0.0005080897,0.00003403615,0.005568216,0.7769133,0.000379622,0.0008211154,0.004239663,0.009371523,0.0534123],"study_design_scores_gemma":[0.000004173587,0.00004360764,0.05651173,0.000327923,0.00001203245,0.000317315,0.932205,0.0001210183,0.00006029061,0.0003383073,0.01002319,0.00003539567],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983082,0.001759908,0.00006294214,0.006112144,0.00007024509,0.00003977786,0.0001131786,0.000005350071,0.0087545],"genre_scores_gemma":[0.9926698,0.003134301,0.0002095865,0.001182178,0.00001250558,0.00002010662,0.00009729304,0.000004672333,0.00266952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03051538,"threshold_uncertainty_score":0.2214056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01529372566828363,"score_gpt":0.3045728447026315,"score_spread":0.2892791190343478,"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."}}