{"id":"W4255681839","doi":"10.1017/s0261444806254119","title":"Teacher education","year":2007,"lang":"en","type":"article","venue":"Language Teaching","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Teacher education; Sociology; Pedagogy; Social studies; Multicultural education; Multiculturalism; Psychology","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":[0.001017433,0.0005737842,0.000482538,0.001288281,0.002454607,0.006012668,0.0009564525,0.002564209,0.5706453],"category_scores_gemma":[0.003137768,0.000437042,0.0004818791,0.001879879,0.000706169,0.003798416,0.003694148,0.002864071,0.4176006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00326792,"about_ca_system_score_gemma":0.004110134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008269968,"about_ca_topic_score_gemma":0.0197577,"domain_scores_codex":[0.9987478,0.0002064931,0.0001022263,0.0002534203,0.0004795763,0.0002103512],"domain_scores_gemma":[0.9982296,0.000155998,0.00007395705,0.00023504,0.0007972339,0.0005082153],"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":[0.00002361384,0.00003425922,0.0004375131,0.0001294665,0.000003073912,0.00006250494,0.0002713116,0.00002502766,0.0001611265,0.01000542,0.8483641,0.1404826],"study_design_scores_gemma":[0.00000257856,0.000004931916,0.0004453833,0.00007114884,7.940951e-7,0.00004811826,0.0001849446,0.00000834852,0.00002718075,0.0006369028,0.9985676,0.000001892604],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008242585,0.008972003,0.0006280527,0.01742837,0.005302916,0.00007256536,0.002061543,0.000547297,0.9641629],"genre_scores_gemma":[0.005138322,0.003366844,0.0004314064,0.00252962,0.0004601005,0.00004587185,0.0009175935,0.000153199,0.986957],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5706453,"threshold_uncertainty_score":0.6124224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01212447215144045,"score_gpt":0.3755345597830961,"score_spread":0.3634100876316556,"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."}}