{"id":"W2003525420","doi":"10.5539/ies.v3n1p192","title":"A Study on Research Teaching","year":2010,"lang":"en","type":"article","venue":"International Education Studies","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Teaching method; Educational research; Psychology; Research methodology; Pedagogy; Sociology","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":[0.00380024,0.0001007243,0.0001022764,0.0004726892,0.0005380815,0.0002375874,0.001010707,0.00002972932,0.00002945094],"category_scores_gemma":[0.003994781,0.00008662814,0.00003537483,0.0002240376,0.0000620674,0.0003094882,0.0002280722,0.001024456,0.0002777862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009624191,"about_ca_system_score_gemma":0.0002581799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005763084,"about_ca_topic_score_gemma":0.0000206015,"domain_scores_codex":[0.9979929,0.0005910267,0.000212689,0.0003816086,0.000655193,0.0001665455],"domain_scores_gemma":[0.9971009,0.000969025,0.0000665342,0.000519565,0.001273813,0.00007013014],"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":[0.000005231265,0.003126151,0.02546926,0.000003390795,0.0001416223,0.000002604571,0.05881262,0.00000323462,0.0006702918,0.7415384,0.04215835,0.1280688],"study_design_scores_gemma":[0.000435031,0.0002571467,0.2336729,0.00004409659,0.000007518297,0.00002877176,0.04146704,0.0001234561,0.0005678642,0.04777787,0.6752823,0.0003360194],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8909504,0.00006036926,0.005872071,0.01935986,0.02906054,0.0002368245,6.571647e-7,0.0001698314,0.05428948],"genre_scores_gemma":[0.9457797,0.000004059139,0.04480074,0.0006599367,0.0006649749,0.0001645939,0.000001431929,0.000007441713,0.007917065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6937605,"threshold_uncertainty_score":0.4782414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3123158170304383,"score_gpt":0.6036995525520459,"score_spread":0.2913837355216076,"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."}}