{"id":"W4376271997","doi":"10.1007/s10775-023-09585-z","title":"Preschool education undergraduates’ choice of major and career in China","year":2023,"lang":"en","type":"article","venue":"International Journal for Educational and Vocational Guidance","topic":"Gender Roles and Identity Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Scholarship; China; Psychology; Pedagogy; Preschool education; Medical education; Mathematics education; Political science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0007878484,0.0001706022,0.0002640643,0.0009486313,0.001698666,0.001218436,0.000619528,0.000510692,0.004183996],"category_scores_gemma":[0.001417448,0.0002351903,0.0002965536,0.001112775,0.0007085294,0.0007679979,0.001110479,0.001045184,0.0003375827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002076379,"about_ca_system_score_gemma":0.003721762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1377423,"about_ca_topic_score_gemma":0.3024992,"domain_scores_codex":[0.9993989,0.00006425301,0.00003019683,0.00008136855,0.00007098879,0.0003542561],"domain_scores_gemma":[0.997833,0.0001677471,0.0003461929,0.00003727413,0.0001758041,0.001440082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001290722,0.0002987099,0.9674821,0.00001638928,0.00001414217,0.0003694425,0.02073184,0.00005381578,0.0004108016,0.0008429358,0.0009696438,0.00868105],"study_design_scores_gemma":[0.000005928378,0.00006573368,0.9702792,0.00001793628,0.000007087493,0.00003616068,0.02842102,0.0001710693,0.00006259098,0.0001397272,0.0007847524,0.000008716253],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993289,0.00004936978,0.000005251135,0.0001060608,0.000003465351,0.000001858536,0.00002318012,6.557814e-7,0.000481312],"genre_scores_gemma":[0.9987013,0.00005607957,0.000009724985,0.00003313662,0.000002132438,0.000002543464,0.00004510484,6.698679e-7,0.001149199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1377423,"threshold_uncertainty_score":0.2738812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04526293318885593,"score_gpt":0.3925109825658737,"score_spread":0.3472480493770178,"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."}}