{"id":"W2352351060","doi":"","title":"A Preliminary Exploration to College Chinese Teaching Reform","year":2009,"lang":"en","type":"article","venue":"","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Prairie Improvement Network","funders":"","keywords":"Embarrassment; Psychology; Quality (philosophy); Position (finance); Mathematics education; Pedagogy; Political science; Sociology; Medical education; Social psychology; Medicine; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007607922,0.0001035321,0.00009913972,0.0001470669,0.0001951842,0.0001021636,0.0005030351,0.00003380643,0.00001812208],"category_scores_gemma":[0.0001015001,0.00007765336,0.00003543816,0.0003545902,0.000004154991,0.0008826908,0.00006752045,0.0001497117,0.0001249566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009783473,"about_ca_system_score_gemma":0.00004558877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002885312,"about_ca_topic_score_gemma":0.00000377388,"domain_scores_codex":[0.9990612,0.0001528524,0.0001698763,0.0002666077,0.0001784034,0.0001710308],"domain_scores_gemma":[0.9992645,0.00004683828,0.00003418384,0.0004776879,0.00003333749,0.0001434299],"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":[0.00001388019,0.0002826382,0.0001413421,0.000003444268,0.000004449521,0.000005754151,0.0148729,0.00008070854,0.001197659,0.750492,0.01045466,0.2224506],"study_design_scores_gemma":[0.001709176,0.004183867,0.3611488,0.0001234286,0.00001687181,0.0001752643,0.002708233,0.09046715,0.004241754,0.2143498,0.3187519,0.002123689],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03075991,0.000008987382,0.8511695,0.03264904,0.0003842549,0.0001514465,3.552386e-7,0.0003658888,0.08451066],"genre_scores_gemma":[0.5714785,4.213226e-7,0.4203844,0.003523905,0.00007905212,0.000009499089,0.000001143364,0.000002912594,0.004520076],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5407187,"threshold_uncertainty_score":0.3166612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02978184265964785,"score_gpt":0.3522019145177549,"score_spread":0.3224200718581071,"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."}}