{"id":"W2943723190","doi":"","title":"Discourse Analysis of Multicultural Families for Parent Education in Early Childhood Educational Institutions","year":2015,"lang":"en","type":"article","venue":"Early childhood education","topic":"Psychosocial Factors Impacting Youth","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Multiculturalism; Early childhood education; Early childhood; Sociology; Multicultural education; Discourse analysis; Psychology; Pedagogy; Developmental psychology; Linguistics","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":[0.008518425,0.0005941505,0.0005092774,0.003075159,0.01196008,0.00623762,0.001060797,0.001671714,0.005306839],"category_scores_gemma":[0.02168689,0.0002483354,0.000223133,0.002578837,0.003766323,0.003580884,0.005347574,0.002599339,0.0002681607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009127056,"about_ca_system_score_gemma":0.006652264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02191719,"about_ca_topic_score_gemma":0.02791898,"domain_scores_codex":[0.9936398,0.00476334,0.000240954,0.0002951656,0.0004965919,0.0005642127],"domain_scores_gemma":[0.9744437,0.0208951,0.001360834,0.0003533897,0.002023761,0.0009231536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003203407,0.00002972349,0.003489721,0.0000764492,0.000002672498,0.0003680921,0.9886605,0.0000229141,0.0003419674,0.003184395,0.000356862,0.003434614],"study_design_scores_gemma":[0.000002714818,0.00001171268,0.003065458,0.0001738929,0.000007148658,0.0001112193,0.9871847,0.00008549295,0.0003916445,0.0004853785,0.00847366,0.000006947972],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9700225,0.001020204,0.001085297,0.003082284,0.0000997521,0.0000694058,0.0001866037,0.00001468185,0.02441923],"genre_scores_gemma":[0.9965822,0.0003654769,0.0005997771,0.0001772409,0.00002317049,0.0000526563,0.00007947157,0.00001557176,0.00210442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02191719,"threshold_uncertainty_score":0.06622171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0422055310286454,"score_gpt":0.381925208523544,"score_spread":0.3397196774948986,"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."}}