{"id":"W2787201719","doi":"10.36510/learnland.v10i1.730","title":"\"Beyond the Barriers\": Listening to Immigrant Youth to Transform Higher Education","year":2016,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Skepticism; Active listening; Immigration; Higher education; Sociology; Pedagogy; Representation (politics); Public relations; Gender studies; Psychology; Political science; Politics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01119724,0.0008633746,0.0007173356,0.001188912,0.02117938,0.01239817,0.001596834,0.004147675,0.002563201],"category_scores_gemma":[0.01249043,0.0005215742,0.000764481,0.0007837557,0.01500744,0.005842987,0.01369409,0.006586261,0.0004905526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002449883,"about_ca_system_score_gemma":0.004096846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005918215,"about_ca_topic_score_gemma":0.01240654,"domain_scores_codex":[0.9920919,0.006189676,0.0001201086,0.0001977376,0.0003881619,0.001012378],"domain_scores_gemma":[0.9946626,0.002661983,0.0004630346,0.0002144054,0.0004373385,0.001560628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001557887,0.00003450758,0.001933587,0.00004447528,0.00000477225,0.0006497171,0.9902277,0.00001052028,0.0003782354,0.001687405,0.0008811546,0.004132282],"study_design_scores_gemma":[0.000002072238,0.00002156085,0.0005319116,0.00006518007,0.000003980099,0.0001948359,0.9924871,0.00001738684,0.00009703673,0.000392753,0.006180101,0.000006125673],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9614707,0.001805657,0.001520974,0.01747333,0.0006733994,0.00006834923,0.00002514732,0.00005391052,0.01690857],"genre_scores_gemma":[0.9911808,0.001033252,0.0009245849,0.003607603,0.0001334783,0.00006166071,0.00001286755,0.00004301698,0.003002637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02117938,"threshold_uncertainty_score":0.05921739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01473657289734897,"score_gpt":0.3233275003772749,"score_spread":0.3085909274799259,"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."}}