{"id":"W4210931283","doi":"10.32920/ryerson.14639619.v1","title":"From Theory to Practice: Engaging Immigrant Parents in Their Children’s Education","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Parental Involvement in Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Ministère de l’Éducation, Gouvernement de l’Ontario; Strong","keywords":"Immigration; Sociology; Psychology; Pedagogy; Political science; Law","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.02455336,0.001061064,0.0004962783,0.001766118,0.00532301,0.004737322,0.002427182,0.001830524,0.001898701],"category_scores_gemma":[0.02468683,0.0007408056,0.0004975307,0.00102501,0.00980065,0.003469958,0.007332997,0.002987053,0.0003837334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004525009,"about_ca_system_score_gemma":0.01425875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003855504,"about_ca_topic_score_gemma":0.008113599,"domain_scores_codex":[0.9782332,0.01916436,0.0002975692,0.0006992173,0.0007724315,0.0008331181],"domain_scores_gemma":[0.9773777,0.01813988,0.0008514702,0.001451385,0.0008974606,0.00128205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001169329,0.002482885,0.00728915,0.0009031846,0.00003184316,0.001198507,0.7690722,0.0006968595,0.00218215,0.009591148,0.001918959,0.2045162],"study_design_scores_gemma":[0.0002632734,0.002784405,0.01114836,0.002892838,0.0001207641,0.001108897,0.9142246,0.001421615,0.005170977,0.01511142,0.04567182,0.00008104594],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9309813,0.001389903,0.02340847,0.009841888,0.0002566538,0.001811746,0.00002959071,0.000148129,0.03213217],"genre_scores_gemma":[0.9479184,0.001662141,0.04658476,0.0007937382,0.00002973753,0.001279142,0.00002294141,0.00001973412,0.001689431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02455336,"threshold_uncertainty_score":0.1298521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03392260975029202,"score_gpt":0.3766969119123952,"score_spread":0.3427743021621031,"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."}}