{"id":"W4224967052","doi":"10.26522/jiste.v25i2.3667","title":"Living in Transition to Teacher Education in Canada: Personal Reflections and Portraits of Two Vietnamese Female Doctoral Students","year":2022,"lang":"en","type":"article","venue":"Journal of the International Society for Teacher Education","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Vietnamese; Narrative; Sociology; Sociocultural evolution; Portrait; Sociocultural perspective; Pedagogy; Personal narrative; Transition (genetics); Perspective (graphical); Biography; Gender studies; Political science; Visual arts; Art; Anthropology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001640064,0.0008321092,0.0008416509,0.001070405,0.03773879,0.006313303,0.001897699,0.002416891,0.003151691],"category_scores_gemma":[0.004766883,0.0006034655,0.0003761288,0.00188281,0.01359564,0.00227501,0.005338694,0.006414373,0.0005338312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03024933,"about_ca_system_score_gemma":0.03427121,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8291782,"about_ca_topic_score_gemma":0.9474324,"domain_scores_codex":[0.9976376,0.0007126853,0.00006173759,0.0002578407,0.0003787015,0.0009515071],"domain_scores_gemma":[0.9956418,0.0007678685,0.0002523702,0.0001025045,0.0008251613,0.002410296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001810631,0.00001449248,0.00209249,0.00002553869,0.000002491585,0.001570116,0.9918672,0.00003217002,0.0004799517,0.000563117,0.001424535,0.001909763],"study_design_scores_gemma":[7.821963e-7,0.000008044459,0.001148279,0.00002688738,0.000002035712,0.000238947,0.9893371,0.00001826999,0.0001016506,0.00003818528,0.009068049,0.00001178274],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793485,0.0009547811,0.0005646859,0.006828593,0.0001770434,0.00007043199,0.0001855763,0.00002119723,0.01184928],"genre_scores_gemma":[0.9813333,0.001039859,0.0004911775,0.001188456,0.00002974183,0.00004287626,0.00009911071,0.00005575323,0.01571972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1708218,"threshold_uncertainty_score":0.3436556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06892607434645939,"score_gpt":0.4176624327886597,"score_spread":0.3487363584422003,"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."}}