{"id":"W2156407690","doi":"10.5539/ass.v8n4p281","title":"Brief Analysis of Establishment of Effective English Classroom Teaching Model","year":2012,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Educational Technology and Pedagogy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Teaching method; Quality (philosophy); Teaching and learning center; Battle; Field (mathematics); Subject (documents); Computer science; Pedagogy; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001412025,0.00006969596,0.0001912287,0.0003687434,0.0002627024,0.00002368918,0.000974738,0.00006949886,0.000005721064],"category_scores_gemma":[0.0003033956,0.00006114592,0.00008812718,0.002157812,0.0005413481,0.0008971647,0.0002190403,0.0001697496,9.165125e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008134689,"about_ca_system_score_gemma":0.0002229497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005784859,"about_ca_topic_score_gemma":0.000006843173,"domain_scores_codex":[0.9988439,0.00006749477,0.0001795526,0.0002249321,0.0003932546,0.0002908795],"domain_scores_gemma":[0.9992012,0.0001042161,0.0001712278,0.0002611346,0.0001931526,0.00006903121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000001313534,0.0001348025,0.01971316,0.000003708998,0.00004894869,6.814605e-8,0.02153501,0.00003132462,0.001467943,0.8299232,0.00009503269,0.1270455],"study_design_scores_gemma":[0.0001465487,0.00005971049,0.962534,0.00000881513,0.0001388516,6.607469e-7,0.002194449,0.009885415,0.008111089,0.01601019,0.0007046497,0.0002056745],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.394335,0.00007028766,0.3491124,0.001177491,0.0008914589,0.0002391287,0.00001361067,0.0001191269,0.2540416],"genre_scores_gemma":[0.9878269,0.000001067684,0.01198802,0.00005546015,0.00006345139,0.00000872686,0.000001039625,0.000001836493,0.00005342743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9428208,"threshold_uncertainty_score":0.2493458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01562453763880713,"score_gpt":0.3178252162197169,"score_spread":0.3022006785809098,"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."}}