{"id":"W2294670732","doi":"","title":"A Study of Sydney School's Genre-Based Pedagogy in Chinese College English Education","year":2016,"lang":"en","type":"article","venue":"Studies in sociology of science","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Active listening; Reading (process); Dilemma; Pedagogy; Variety (cybernetics); College English; Mathematics education; Computer science; Sociology; Psychology; Linguistics; Communication","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":[0.001207086,0.0001397438,0.0005167699,0.0004921182,0.0002267755,0.000003635578,0.0004338873,0.00003017656,0.0001222806],"category_scores_gemma":[0.002824649,0.00008576475,0.00005285132,0.0002883128,0.03069474,0.0002272813,0.0002110958,0.00009339478,0.000003592147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001348833,"about_ca_system_score_gemma":0.0004258522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002469005,"about_ca_topic_score_gemma":0.006756552,"domain_scores_codex":[0.9985027,0.0001462609,0.0004757595,0.000340741,0.000264714,0.0002697705],"domain_scores_gemma":[0.9984017,0.0004235043,0.0002343359,0.0002732699,0.0006390304,0.00002814173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002531566,0.0008579083,0.1802708,0.00003640615,0.0000881211,0.000004450143,0.7879765,0.00001526228,0.0001190161,0.02980622,0.0003941767,0.0004058421],"study_design_scores_gemma":[0.0007133968,0.000251211,0.03891077,0.00009540848,0.00002423021,1.502176e-7,0.9568539,0.000002391113,0.00002543122,0.002898075,0.0001180723,0.0001069212],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858438,0.001784581,6.247515e-7,0.0003526846,0.000916044,0.0002492265,0.00001470175,0.00001149098,0.01082681],"genre_scores_gemma":[0.9990631,0.0001604382,0.00004299419,0.00007779221,0.0001622556,0.00008372917,3.858077e-7,0.000005250452,0.0004040448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1688775,"threshold_uncertainty_score":0.9719431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04376576710156035,"score_gpt":0.4012105203553653,"score_spread":0.3574447532538049,"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."}}