{"id":"W4211092892","doi":"10.1017/s0261444806253709","title":"Teacher education","year":2006,"lang":"en","type":"article","venue":"Language Teaching","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Teacher education; Sociology; Psychology; Pedagogy; Political science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009508767,0.0006825748,0.0004797669,0.001233979,0.001987049,0.004517905,0.0009691978,0.002562941,0.6661455],"category_scores_gemma":[0.002707399,0.0005119753,0.0004191835,0.001623121,0.0004909128,0.003212779,0.003540028,0.002412543,0.5660374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002054614,"about_ca_system_score_gemma":0.003163339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006125408,"about_ca_topic_score_gemma":0.01785049,"domain_scores_codex":[0.9990446,0.0001342296,0.00008404922,0.0001965001,0.0003900811,0.0001505231],"domain_scores_gemma":[0.9980392,0.0001572874,0.00009479841,0.0002221874,0.0008603375,0.0006261973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002200168,0.00002955186,0.0003318687,0.000107633,0.00000228197,0.00006832957,0.0001494516,0.0000226529,0.0002117239,0.003842521,0.8233141,0.1718978],"study_design_scores_gemma":[0.000002989216,0.000007403878,0.0004801867,0.00007205432,6.808616e-7,0.00006514609,0.0001088856,0.000009859601,0.00003294545,0.0003850049,0.998833,0.000001834724],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008197504,0.01034076,0.0006969221,0.01320347,0.004937537,0.00008318738,0.001916281,0.0007393412,0.9672628],"genre_scores_gemma":[0.002993979,0.002922353,0.0003535674,0.001656677,0.000385814,0.00003707941,0.0006901302,0.0001277168,0.9908327],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6661455,"threshold_uncertainty_score":0.4762029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00892389622270465,"score_gpt":0.2488759637990055,"score_spread":0.2399520675763008,"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."}}