{"id":"W2759407761","doi":"10.13140/rg.2.2.28095.71842","title":"Pre-Arrival Immigrant Services in Western Canada: A Conceptual Framework","year":2016,"lang":"en","type":"article","venue":"","topic":"Migration, Identity, and Health","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Immigration; Conceptual framework; Political science; Sociology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003600671,0.00006946088,0.0001272435,0.00003406727,0.000251197,0.0000431821,0.0002243602,0.00008725737,0.0008546949],"category_scores_gemma":[0.00005369423,0.00004856677,0.00002141376,0.0001466414,0.0001254635,0.0002173035,0.00002328012,0.00007045003,0.00003643065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002338188,"about_ca_system_score_gemma":0.001091174,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.991082,"about_ca_topic_score_gemma":0.9999142,"domain_scores_codex":[0.9988137,0.0001145802,0.0001982794,0.000171599,0.0003804351,0.0003213309],"domain_scores_gemma":[0.9994872,0.0001327726,0.00005442055,0.0001205545,0.00005801504,0.0001470609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009651569,0.00001898881,0.89555,0.00001354516,0.000003757482,0.00000315896,0.05026077,5.222651e-7,0.00001186596,0.05200921,0.001613403,0.0005051456],"study_design_scores_gemma":[0.0003083376,0.00002718959,0.9109207,0.0001143119,0.000004975533,3.524204e-7,0.02338878,0.000004579645,0.00002793793,0.009553147,0.0554729,0.0001767544],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887668,0.0001312511,0.0003098281,0.006537912,0.000405639,0.0001767794,0.000008438667,0.00003720219,0.003626104],"genre_scores_gemma":[0.9926804,0.0002661152,0.00008995394,0.001173932,0.0003113776,0.000009093215,0.000001058831,0.00000473651,0.005463357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0538595,"threshold_uncertainty_score":0.935831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01757478041137265,"score_gpt":0.3019820420645381,"score_spread":0.2844072616531654,"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."}}