{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002579362,0.001782654,0.00121785,0.00219193,0.00124346,0.003939084,0.002853308,0.001926578,0.126965],"category_scores_gemma":[0.01102859,0.000732703,0.001574881,0.00164148,0.0006727496,0.004354606,0.005223556,0.002144667,0.1412285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001046423,"about_ca_system_score_gemma":0.00170872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004839198,"about_ca_topic_score_gemma":0.005936563,"domain_scores_codex":[0.9970742,0.0007326063,0.000184791,0.0009409256,0.000794262,0.0002731732],"domain_scores_gemma":[0.9951964,0.001109415,0.0002020126,0.00194049,0.001214721,0.0003369066],"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":[0.0009330785,0.000257044,0.006015079,0.001376446,0.0001232048,0.0003751345,0.0005368134,0.008143712,0.005295233,0.01459214,0.6569087,0.3054434],"study_design_scores_gemma":[0.0001389097,0.0002228939,0.003578083,0.0002302834,0.00004672209,0.0004043627,0.0002502436,0.03153155,0.006434889,0.0148368,0.9422303,0.00009497497],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.02986337,0.00305038,0.163403,0.004052841,0.002665109,0.001129273,0.2239207,0.3753011,0.1966142],"genre_scores_gemma":[0.1365257,0.001141888,0.1317383,0.002848751,0.000596657,0.001689711,0.5401219,0.0318852,0.153452],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.126965,"threshold_uncertainty_score":0,"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."}}