{"id":"W4402280434","doi":"10.1177/00336882241269570","title":"Cultivating Teacher Identity in a Graduate Program: A Holistic Approach","year":2024,"lang":"en","type":"article","venue":"RELC Journal","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Identity (music); Pedagogy; Graduate students; Mathematics education; Psychology; Sociology","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":[0.003915251,0.0002991263,0.0004165425,0.001364994,0.006971486,0.008180099,0.0012467,0.001602767,0.002929999],"category_scores_gemma":[0.003020543,0.0002916769,0.0004103334,0.0007210764,0.009997639,0.005493918,0.01217448,0.00379059,0.0004072975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003411088,"about_ca_system_score_gemma":0.0103106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001422274,"about_ca_topic_score_gemma":0.005244968,"domain_scores_codex":[0.997427,0.001667205,0.00005922185,0.0001649066,0.0003296606,0.0003518563],"domain_scores_gemma":[0.9985198,0.0003920057,0.00009076741,0.0001455825,0.0002179096,0.000633768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000392188,0.0007124131,0.00951365,0.0005484685,0.00001826505,0.001159184,0.6917947,0.0005871237,0.003319826,0.1260118,0.007629164,0.1586662],"study_design_scores_gemma":[0.00002200414,0.0005099435,0.007812109,0.0009610464,0.00003105361,0.001584184,0.7413429,0.0008421405,0.001336158,0.0420369,0.2034877,0.0000338054],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5992524,0.005470674,0.07114972,0.03907048,0.0009074879,0.0006940786,0.00006442296,0.0003846351,0.2830061],"genre_scores_gemma":[0.9488642,0.002748132,0.02882498,0.001925717,0.00007865204,0.0003071301,0.00004085756,0.00006950503,0.0171407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008180099,"threshold_uncertainty_score":0.02474928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4103056895659981,"score_gpt":0.5127506611984353,"score_spread":0.1024449716324372,"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."}}