{"id":"W4410673605","doi":"10.1075/term.00082.tra","title":"LlamATE","year":2025,"lang":"en","type":"article","venue":"Terminology International Journal of Theoretical and Applied Issues in Specialized Communication","topic":"Topic Modeling","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Computer science","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":[0.0004616714,0.00007497414,0.0001932051,0.00024904,0.0000346879,0.00007185253,0.001622096,0.00007401739,0.00003788998],"category_scores_gemma":[0.00009089551,0.00006506273,0.00003391792,0.00009344439,0.0002809682,0.0001284574,0.0005371885,0.0002275428,0.000003547119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004720005,"about_ca_system_score_gemma":0.0000297663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000335188,"about_ca_topic_score_gemma":0.000001678102,"domain_scores_codex":[0.9990857,0.0001009377,0.0004456314,0.0001150615,0.0001527921,0.00009992297],"domain_scores_gemma":[0.9991837,0.0001967388,0.0001568703,0.0003239593,0.000114726,0.00002407062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004998537,0.00003945229,0.00023157,0.000001944893,0.00002187747,0.000005457356,0.0003344253,0.00001792223,0.0003632155,0.9313079,0.0000810312,0.06754524],"study_design_scores_gemma":[0.0008778906,0.00001766307,0.001370521,0.00006532621,0.000006436343,0.00004250363,0.00006784729,0.003006038,0.002259027,0.9861965,0.006023493,0.00006678471],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4556185,0.002754597,0.3079418,0.101951,0.001735367,0.0002729173,0.000001522749,0.00008061977,0.1296437],"genre_scores_gemma":[0.9614257,0.0009628829,0.03690577,0.0005627024,0.00007329782,0.000003775097,9.041487e-7,0.000002334623,0.00006263673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5058072,"threshold_uncertainty_score":0.3014286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0123785808978413,"score_gpt":0.3148047650703796,"score_spread":0.3024261841725383,"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."}}