{"id":"W1912461811","doi":"10.3968/5231","title":"Study on the Group Discussion-Based English Reading Teaching","year":2014,"lang":"en","type":"article","venue":"Higher education of social science","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reading (process); Group (periodic table); Mathematics education; Computer science; English language; Linguistics; Psychology; Chemistry","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.00187358,0.00007043979,0.0000793533,0.00007686409,0.002187223,0.0002106072,0.0002928056,0.00001406218,0.0003864543],"category_scores_gemma":[0.0002818362,0.00003795216,0.00003365038,0.00007537787,0.0003752781,0.0001596654,0.00002288361,0.0002333769,0.00001533826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004965639,"about_ca_system_score_gemma":0.00007677677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001855547,"about_ca_topic_score_gemma":0.000004271588,"domain_scores_codex":[0.9989522,0.0002445786,0.00012915,0.0001735764,0.0003560644,0.0001444379],"domain_scores_gemma":[0.999422,0.0001934066,0.0001201337,0.0001396726,0.00009080042,0.00003402228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001674488,0.0002240333,0.00144479,0.000002448196,0.000001460684,1.409871e-8,0.1836636,0.000002095144,0.00009100069,0.810454,0.00157095,0.002543991],"study_design_scores_gemma":[0.0001493497,0.0001955096,0.1153236,0.00006954185,0.00001475473,3.116584e-8,0.1266392,0.00002849399,0.00003877138,0.001668481,0.7557046,0.0001676474],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4176716,0.000003316606,0.0000128629,0.001692004,0.001674519,0.0001194984,5.616977e-7,0.0000568659,0.5787688],"genre_scores_gemma":[0.9885496,3.892513e-8,0.00002371098,0.0004883066,0.001449863,0.00001604902,0.000001233138,0.000006868283,0.009464314],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8087855,"threshold_uncertainty_score":0.9991118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03449478902565013,"score_gpt":0.3109309710744648,"score_spread":0.2764361820488147,"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."}}