{"id":"W4410000790","doi":"10.1080/10611932.2024.2441138","title":"Competing in Inclusive Education: Immigrant Chinese Parental Involvement, Educational System Knowledge, and Parental Agency","year":2024,"lang":"en","type":"article","venue":"Chinese Education & Society","topic":"Parental Involvement in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"China Scholarship Council","keywords":"Immigration; Agency (philosophy); Sociology; Political science; Social science","routes":{"ca_aff":false,"ca_fund":false,"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":[0.001060722,0.0004076948,0.0003204446,0.000266036,0.001077201,0.0004127648,0.0004239508,0.0001826879,0.0002879468],"category_scores_gemma":[0.0001992728,0.000387408,0.0002288631,0.001787447,0.0003643267,0.000982468,0.0001866434,0.0003901223,0.0001332256],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002788792,"about_ca_system_score_gemma":0.006354538,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006675724,"about_ca_topic_score_gemma":0.006009016,"domain_scores_codex":[0.9971581,0.0003252461,0.0007046658,0.0007765425,0.0005379837,0.0004974977],"domain_scores_gemma":[0.9984695,0.0003895478,0.0002072524,0.000313628,0.0002923114,0.0003277081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006064426,0.002344843,0.5106989,0.0007249619,0.00006327533,4.468466e-7,0.442334,0.000003522623,0.0004930058,0.01954115,0.01789676,0.005893153],"study_design_scores_gemma":[0.0003217717,0.00002820498,0.5833396,0.001140422,0.00005363603,0.00001375501,0.3834785,0.0007857085,0.00002027181,0.01122388,0.01891116,0.0006830674],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9401478,0.02217807,0.00001354565,0.003663339,0.0115938,0.001027571,0.00004225642,0.0002060785,0.0211275],"genre_scores_gemma":[0.9910365,0.0009623918,0.0006048302,0.0003220275,0.003661732,0.0007502541,0.0009913183,0.0000466316,0.001624345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07264075,"threshold_uncertainty_score":0.9999389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01558880616993452,"score_gpt":0.3580447636984307,"score_spread":0.3424559575284962,"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."}}