{"id":"W2061104479","doi":"10.1016/j.tate.2010.11.008","title":"Unpacking our assumptions about teacher educators around the world","year":2011,"lang":"en","type":"article","venue":"Teaching and Teacher Education","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Unpacking; General partnership; Pedagogy; Sociology; Teacher education; Psychology; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001664919,0.0001582761,0.0001164844,0.0001171493,0.001924754,0.0002452644,0.0002606041,0.00008683308,0.0002821387],"category_scores_gemma":[0.0005559903,0.0001170701,0.00006430894,0.0002232215,0.0001433528,0.0003655555,0.00002982239,0.0006249949,0.00009444177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002143002,"about_ca_system_score_gemma":0.000387805,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03499499,"about_ca_topic_score_gemma":0.004120845,"domain_scores_codex":[0.9981698,0.0007919162,0.0002105163,0.0002728123,0.0002291574,0.0003258442],"domain_scores_gemma":[0.9992475,0.00005707388,0.0001354117,0.0002550759,0.00009901881,0.0002059321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005416766,0.0009105133,0.03514097,0.00000929955,0.00003479225,1.527162e-7,0.6935294,7.006881e-7,0.00003395484,0.07900585,0.09923088,0.09209804],"study_design_scores_gemma":[0.00008439392,0.000006528751,0.1622269,0.00003919499,0.00005515028,0.000003186934,0.3077991,0.000009602172,0.000005679437,0.001091115,0.5284836,0.0001956228],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7676141,0.0004878861,0.00001447791,0.01535055,0.002155342,0.0002801876,9.512594e-7,0.000152234,0.2139443],"genre_scores_gemma":[0.9039456,0.0000343392,0.0009540074,0.0009182561,0.001285609,0.00006297213,0.00001128081,0.00001461366,0.09277331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4292527,"threshold_uncertainty_score":0.9993746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06141468234882669,"score_gpt":0.3819158312112415,"score_spread":0.3205011488624148,"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."}}