{"id":"W2004166337","doi":"10.1080/02607470903220448","title":"How engagement with research changes the professional practice of teacher‐educators: a case study from the Welsh Education Research Network","year":2009,"lang":"en","type":"article","venue":"Journal of Education for Teaching International Research and Pedagogy","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"Economic and Social Research Council","keywords":"Welsh; Teacher education; Pedagogy; Professional development; Educational research; Professional learning community; Task (project management); Higher education; Sociology; Psychology; Medical education; Political science; Medicine; Management","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":[0.02627028,0.0006299264,0.0008237408,0.00223163,0.02450022,0.008263064,0.002463084,0.005930471,0.002573092],"category_scores_gemma":[0.04321453,0.001156812,0.0006193476,0.002291784,0.01167082,0.006362374,0.007784421,0.005285504,0.0006159111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007965803,"about_ca_system_score_gemma":0.008821071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01610697,"about_ca_topic_score_gemma":0.05140606,"domain_scores_codex":[0.9689269,0.0242613,0.0008182371,0.001130768,0.00217459,0.00268819],"domain_scores_gemma":[0.9449664,0.04222766,0.00297517,0.002344977,0.002647842,0.004838075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007019548,0.0003520092,0.004538212,0.0001264278,0.00000591296,0.006210997,0.9793634,0.00005057355,0.000747864,0.001083712,0.0006327198,0.006817869],"study_design_scores_gemma":[0.00002692538,0.0003222123,0.003047515,0.0001571783,0.00001179713,0.003311957,0.9771813,0.00008416288,0.0004941156,0.0002852703,0.01505232,0.00002521133],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867757,0.0004624745,0.0008538368,0.005331216,0.00006865075,0.0001434131,0.00002449723,0.00001540026,0.006324745],"genre_scores_gemma":[0.9891216,0.001145558,0.001720443,0.001298284,0.00004778218,0.0002252146,0.00002994779,0.00004056227,0.006370539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02627028,"threshold_uncertainty_score":0.1389322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2213222010950203,"score_gpt":0.593674957075508,"score_spread":0.3723527559804877,"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."}}