{"id":"W7061082803","doi":"","title":"Parental Support of Language Development in Multilingual Contexts: Insights from Chinese and Chinese-Canadian Families","year":2025,"lang":"en","type":"other","venue":"Spectrum Research Repository (Concordia University)","topic":"Gyrotron and Vacuum Electronics Research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Concordia University","keywords":"Dialogic; Reading (process); Language development; Mandarin Chinese; Focus group; Distancing; Focus (optics); Multilingualism; Language acquisition","routes":{"ca_aff":false,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001715299,0.0003554323,0.0005777151,0.002642624,0.0002101604,0.00006822874,0.0006169218,0.0002195878,0.0008360987],"category_scores_gemma":[0.00002262304,0.0003450883,0.0001143487,0.000920817,0.0002888717,0.0000918666,0.0003667292,0.001008131,0.00002769007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004542806,"about_ca_system_score_gemma":0.003628782,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7277641,"about_ca_topic_score_gemma":0.7900257,"domain_scores_codex":[0.9975027,0.0003191491,0.0002852558,0.0006538238,0.0004721592,0.0007668738],"domain_scores_gemma":[0.9988027,0.0001768984,0.0001109165,0.0004426055,0.00008843699,0.0003785086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001531201,0.0002198095,0.9868746,0.0001097485,0.0004824726,0.0004672791,0.00200159,0.000001832934,0.00147171,0.00228766,0.003133801,0.002796387],"study_design_scores_gemma":[0.006052735,0.0003914193,0.629648,0.0006297235,0.0000561427,0.000003187339,0.008665544,0.0001557393,0.008444875,0.001016017,0.3435025,0.001434091],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5710772,0.0003982655,0.000005934231,0.0000334941,0.00009619195,0.0003892234,0.0001211136,0.00002238043,0.4278561],"genre_scores_gemma":[0.8000675,0.00005345338,0.00001786523,0.000003184026,0.0001457328,0.000005043298,0.0001680973,0.00007282486,0.1994663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3572265,"threshold_uncertainty_score":0.9999001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009819699054542073,"score_gpt":0.2755683418579993,"score_spread":0.2657486428034573,"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."}}