{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002967744,0.0001723885,0.0002582586,0.0002979747,0.0006934371,0.0001944789,0.00009998431,0.00003764705,0.0006882558],"category_scores_gemma":[0.0007801069,0.0001462498,0.00005909035,0.0001748469,0.0003703026,0.0004402919,0.0001176909,0.00006840316,0.00005715332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000446876,"about_ca_system_score_gemma":0.00001778138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003439214,"about_ca_topic_score_gemma":0.0008016681,"domain_scores_codex":[0.9990458,0.00007809496,0.0003249566,0.000267331,0.0001443514,0.0001394892],"domain_scores_gemma":[0.9983833,0.0004365452,0.0001052127,0.0001726892,0.0008753175,0.00002687396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001982957,0.0001336197,0.003333831,0.0002025956,0.0005121845,4.541248e-7,0.2518667,0.000006618656,0.00007563863,0.5560194,0.1359297,0.05189945],"study_design_scores_gemma":[0.0003287813,0.00001748515,0.007359037,0.0002262191,0.0002088137,2.059105e-7,0.07269534,0.001462153,0.0003812379,0.004726833,0.9123862,0.0002076828],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02884871,0.01704909,0.0003781818,0.005327406,0.0006593279,0.0003115172,0.00001451811,0.0001677614,0.9472435],"genre_scores_gemma":[0.5520031,0.0006773897,0.00008257908,0.0001249601,0.0002536146,0.0001096269,0.0000563105,0.000007603716,0.4466847],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7764565,"threshold_uncertainty_score":0.7535918,"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."}}