{"id":"W2135194848","doi":"10.5539/ies.v6n3p48","title":"Evaluation of Teachers for the 21st Century Training Project","year":2013,"lang":"en","type":"article","venue":"International Education Studies","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Utah Agricultural Experiment Station","keywords":"Newspaper; Training (meteorology); Psychology; Session (web analytics); Memorization; Professional development; Rote learning; Pedagogy; Medical education; Teaching method; Mathematics education; Sociology; Media studies","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04867861,0.0005927887,0.0007503122,0.0009938495,0.004396148,0.003302451,0.00198103,0.001483509,0.005513848],"category_scores_gemma":[0.06260771,0.0005854091,0.0004338573,0.0007887837,0.001995902,0.00170832,0.004895347,0.002034122,0.001046296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004127738,"about_ca_system_score_gemma":0.009974196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002624762,"about_ca_topic_score_gemma":0.007215258,"domain_scores_codex":[0.9572644,0.03315676,0.001595567,0.001008126,0.004589269,0.002385928],"domain_scores_gemma":[0.9430552,0.02489249,0.002930833,0.00324905,0.01639852,0.009473946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003971892,0.03226675,0.02722113,0.003392208,0.0001304077,0.00175939,0.3786717,0.001437154,0.006943791,0.004089552,0.03268377,0.5074323],"study_design_scores_gemma":[0.004650194,0.05029316,0.1175019,0.002720371,0.0002287444,0.0009648985,0.5331556,0.003026496,0.01412719,0.002150668,0.270943,0.0002376701],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9588596,0.0003904299,0.004180376,0.002025084,0.0003276401,0.007933547,0.000348024,0.0001870753,0.02574819],"genre_scores_gemma":[0.9492712,0.0007615523,0.01767492,0.0006654329,0.00008861327,0.01309381,0.0005365812,0.0001079757,0.01779991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04867861,"threshold_uncertainty_score":0.2574402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.526224604883312,"score_gpt":0.5488587276366136,"score_spread":0.02263412275330157,"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."}}