{"id":"W2768550081","doi":"10.26522/brocked.v26i2.603","title":"A Communities of Practice Approach to Field Experiences in Teacher Education","year":2017,"lang":"en","type":"article","venue":"Brock Education Journal","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Practicum; Negotiation; Field (mathematics); Teacher education; Identity (music); Pedagogy; Student teacher; Psychology; Sociology; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006534815,0.00007524977,0.0001191455,0.0001794833,0.0009774045,0.0002840364,0.0005561634,0.00005975211,0.000222278],"category_scores_gemma":[0.003659802,0.00007424163,0.00003821716,0.0001280702,0.0001444192,0.0007305144,0.00003303163,0.0002812305,0.00001059718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000128676,"about_ca_system_score_gemma":0.002679771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005590929,"about_ca_topic_score_gemma":0.001239074,"domain_scores_codex":[0.9988015,0.0004086249,0.0002565812,0.00008888268,0.000270702,0.0001736914],"domain_scores_gemma":[0.9986912,0.0001526894,0.0003603903,0.0002560054,0.0003735759,0.0001661408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001242293,0.001041611,0.03699764,0.000007650011,0.000006531116,2.68789e-8,0.8900589,0.000001582779,0.000007212757,0.001844388,0.03146696,0.03855509],"study_design_scores_gemma":[0.00005941817,0.00002058164,0.04647613,0.00005243538,0.000006306995,0.000006039424,0.8308951,4.942669e-7,0.00001660375,0.0002420042,0.1221525,0.00007231502],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6288346,0.0008212497,0.0002764395,0.1058776,0.002999866,0.0003251965,2.87846e-7,0.0000170543,0.2608477],"genre_scores_gemma":[0.9860179,0.0001101938,0.003252983,0.001482588,0.0007447894,0.0001032465,9.285552e-7,0.00000558209,0.008281727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3571834,"threshold_uncertainty_score":0.8451849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1533695536276757,"score_gpt":0.451485237044212,"score_spread":0.2981156834165363,"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."}}