{"id":"W4386217321","doi":"10.3102/2018641","title":"(Un)Becoming a Teacher in Ontario's Teacher Education Programs: Beginning Teachers' Professional Identity Formation","year":2023,"lang":"en","type":"article","venue":"","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Identity (music); Teacher education; Mathematics education; Pedagogy; Computer science; Professional development; Sociology; Psychology; Art","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001916217,0.0001148666,0.0002055763,0.000704637,0.01823812,0.004999677,0.001055998,0.001175248,0.006799483],"category_scores_gemma":[0.00440363,0.0003061978,0.0001981504,0.0009545767,0.002570915,0.002334908,0.003598497,0.002630111,0.0005180059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03620977,"about_ca_system_score_gemma":0.09324478,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.933637,"about_ca_topic_score_gemma":0.9883288,"domain_scores_codex":[0.9983487,0.0002697814,0.00003138808,0.0001008359,0.0003269369,0.0009223458],"domain_scores_gemma":[0.9918983,0.0004951105,0.0006145415,0.0001080031,0.001259129,0.005624909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001895107,0.0003285915,0.2797281,0.0001075294,0.000005655279,0.0008168037,0.6420853,0.00008128554,0.001452814,0.006562605,0.0192504,0.04939145],"study_design_scores_gemma":[0.00001271179,0.00005368189,0.2229391,0.0001608014,0.000007706009,0.0000929543,0.7362765,0.00009308409,0.0003040558,0.0003725818,0.03967269,0.00001424364],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9624229,0.0002823047,0.000121298,0.007321992,0.0001053755,0.00007060601,0.0001474052,0.00001238011,0.02951579],"genre_scores_gemma":[0.9730776,0.0003122587,0.0002178537,0.0007623091,0.0000106873,0.0000459212,0.00008245902,0.000009628966,0.02548131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06636298,"threshold_uncertainty_score":0.2627215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1386207421646629,"score_gpt":0.4165704664163231,"score_spread":0.2779497242516603,"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."}}