{"id":"W7117686343","doi":"10.1108/jced-08-2025-0005","title":"An exploration of generative transactive discourse patterns in structured student conversations with epistemic network analysis","year":2025,"lang":"en","type":"article","venue":"Journal of Character Education","topic":"Educational Strategies and Epistemologies","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Division of Graduate Education; University of Wisconsin-Madison; Wisconsin Center for Education Research, School of Education, University of Wisconsin-Madison; National Science Foundation","keywords":"Discourse analysis; Interpersonal communication; Intervention (counseling); Conversation analysis; Exploratory analysis; Focus (optics); Frame (networking); Social network analysis; Ethnography","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":[0.0002744517,0.0001138871,0.0003094628,0.0004252096,0.00004661168,0.00003800003,0.0001607926,0.00006670077,0.0001538428],"category_scores_gemma":[0.000007081089,0.00008937633,0.0000874465,0.0006155252,0.00005444318,0.0007593315,0.000003549123,0.0001751512,7.230967e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001361696,"about_ca_system_score_gemma":0.0004710318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001460358,"about_ca_topic_score_gemma":0.0004140048,"domain_scores_codex":[0.9987544,0.0002439926,0.0005628638,0.0001493845,0.0001658544,0.000123517],"domain_scores_gemma":[0.9986159,0.00009363992,0.0006709823,0.0001837534,0.000393756,0.00004198969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004376163,0.001302764,0.9240416,0.00003183201,0.001460627,0.00000282516,0.04080036,0.008255154,0.0006012315,0.01990864,0.0001684044,0.00298888],"study_design_scores_gemma":[0.000358812,0.0001911353,0.9477118,0.00007267137,0.0003842076,0.000004512735,0.04912635,0.00002408223,0.0001545227,0.001856251,0.00003861614,0.00007707354],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9794102,0.0001591904,0.01651477,0.002289458,0.001107142,0.0001942766,0.00001244923,0.000003631785,0.0003088468],"genre_scores_gemma":[0.9986566,0.00003649566,0.0005855634,0.0001304734,0.0002812259,0.00003630913,0.00007762411,0.000005976094,0.0001897093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02367011,"threshold_uncertainty_score":0.3644661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02809267124409422,"score_gpt":0.3968042030006294,"score_spread":0.3687115317565352,"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."}}