{"id":"W3194167272","doi":"10.1163/25902539-03020002","title":"The Necessity of Community Collaborations in Supporting Newcomer Student Learning: Lessons Learned from the <scp>covid</scp> -19 Pandemic","year":2021,"lang":"en","type":"article","venue":"Beijing international review of education","topic":"Education and experiences of immigrants and refugees","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"","keywords":"Pandemic; Agency (philosophy); Coronavirus disease 2019 (COVID-19); Work (physics); Pedagogy; Qualitative research; Sociology; Medical education; Psychology; Public relations; Political science; Medicine; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002770466,0.00007397476,0.0001655684,0.0000372116,0.000881346,0.00008997956,0.0005879485,0.00004297631,0.0001221666],"category_scores_gemma":[0.01195098,0.0000495548,0.00008288866,0.0004845029,0.0002390551,0.0001599935,0.0000752807,0.0002798592,0.00000430211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001389748,"about_ca_system_score_gemma":0.001965521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006117162,"about_ca_topic_score_gemma":0.01206134,"domain_scores_codex":[0.9976515,0.001133767,0.0005204052,0.0001135883,0.0004474156,0.000133348],"domain_scores_gemma":[0.9961601,0.002366216,0.0005642719,0.0002170518,0.0006332505,0.00005911757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002244531,0.0005708087,0.7536164,0.0001459874,0.00006312622,1.809058e-7,0.1203359,0.0000412054,0.0003717965,0.03258042,0.009062959,0.08320896],"study_design_scores_gemma":[0.0000812112,0.000007760655,0.1539653,0.0008066978,0.00001867949,5.181412e-7,0.2929142,0.000005711629,0.00002734792,0.001153083,0.5509903,0.00002920696],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9416421,0.0169696,0.00004033296,0.03290202,0.00114899,0.000219042,0.00001000215,0.00001175464,0.007056172],"genre_scores_gemma":[0.9364475,0.05966613,0.00008941781,0.001261156,0.0001541908,0.00004412165,0.00009139979,0.000004532593,0.002241538],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5996511,"threshold_uncertainty_score":0.9963718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1275095118276546,"score_gpt":0.4892791886701741,"score_spread":0.3617696768425195,"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."}}