{"id":"W4412434523","doi":"10.18357/kula.318","title":"Multimodal Issue","year":2025,"lang":"en","type":"article","venue":"KULA knowledge creation dissemination and preservation studies","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001261224,0.0006954183,0.0005177295,0.002104688,0.003534166,0.007741986,0.001093963,0.00305171,0.3429924],"category_scores_gemma":[0.007117418,0.000287226,0.0006343836,0.001518415,0.001688383,0.005140389,0.005124344,0.004178334,0.09719612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00186139,"about_ca_system_score_gemma":0.001416887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001143389,"about_ca_topic_score_gemma":0.002289077,"domain_scores_codex":[0.9988821,0.0003121523,0.00007336509,0.0001743055,0.0004250297,0.0001331066],"domain_scores_gemma":[0.9966994,0.001213847,0.0001955783,0.0003811756,0.000899445,0.0006105057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001323036,0.00001730726,0.00005267862,0.00008318028,0.000001649629,0.00005442333,0.0002993458,0.00002230951,0.0001891349,0.01314076,0.9683273,0.01779877],"study_design_scores_gemma":[0.000001051611,0.000003970504,0.000082134,0.00004609392,6.062485e-7,0.00003887969,0.0001016952,0.00001078023,0.00003064131,0.0006172179,0.9990653,0.000001526395],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001461896,0.01063564,0.002360163,0.08156186,0.1610608,0.0002101965,0.002297191,0.0008516163,0.7395607],"genre_scores_gemma":[0.01704163,0.005006011,0.001059728,0.02214394,0.06621916,0.0002138047,0.001496638,0.0008239002,0.8859952],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3429924,"threshold_uncertainty_score":0.9371415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03536181496647321,"score_gpt":0.3822764141414826,"score_spread":0.3469145991750094,"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."}}