{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007900218,0.0005527742,0.0003987504,0.004226896,0.002531156,0.005381292,0.001226596,0.0009479517,0.003534393],"category_scores_gemma":[0.02564339,0.0003616933,0.00036862,0.002967878,0.004331872,0.006692966,0.00528683,0.001229671,0.00041754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001613855,"about_ca_system_score_gemma":0.001408178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00187554,"about_ca_topic_score_gemma":0.003218185,"domain_scores_codex":[0.9920989,0.005804684,0.0002336535,0.0007313579,0.0008454573,0.0002858385],"domain_scores_gemma":[0.9753549,0.02053385,0.00132728,0.001386996,0.0009959701,0.000400992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001038752,0.0000715593,0.01314407,0.0003305542,0.00002702087,0.0004650303,0.8983153,0.000720619,0.004626139,0.02736434,0.000997137,0.05383432],"study_design_scores_gemma":[0.00002934337,0.0001288422,0.02121183,0.0009833219,0.00005264669,0.001258257,0.8219358,0.01886315,0.006346149,0.0588297,0.07026266,0.00009841598],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7989697,0.0006325685,0.1658444,0.001750324,0.00008489023,0.00060508,0.0006914,0.0003100158,0.03111167],"genre_scores_gemma":[0.9570371,0.0002875143,0.03940546,0.0001191829,0.00002114046,0.0005057554,0.000234789,0.00009421968,0.002294844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007900218,"threshold_uncertainty_score":0.04178089,"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."}}