{"id":"W4403929654","doi":"10.5539/ijel.v14n6p84","title":"The Digital Voice of Students: Analysing Emerging Themes in a Corpus of University Reviews","year":2024,"lang":"en","type":"article","venue":"International Journal of English Linguistics","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Linguistics; Sociology; Applied psychology; Computer science; Political science; Philosophy","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0006001577,0.00007412284,0.0002334735,0.0002571815,0.00004500151,0.0001737916,0.0004882158,0.00001234603,0.00004811098],"category_scores_gemma":[0.017717,0.0000503236,0.0002039981,0.00008674397,0.0001921774,0.0001031496,0.00009556971,0.0001449116,0.000001186137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005612328,"about_ca_system_score_gemma":0.00004207101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003939425,"about_ca_topic_score_gemma":0.0002552622,"domain_scores_codex":[0.9988022,0.00004784197,0.000562122,0.00006527972,0.0004503299,0.00007222035],"domain_scores_gemma":[0.994139,0.0004487837,0.0004285414,0.00007999764,0.004886879,0.00001687051],"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":[0.0003431589,0.0006710324,0.01919697,0.0002481038,0.007706161,0.0005644963,0.1885823,0.001471096,0.00001628528,0.7254335,0.01554138,0.04022552],"study_design_scores_gemma":[0.0001654723,0.00003916853,0.0001233226,0.0005760902,0.0002057647,5.316483e-7,0.02902498,0.000129491,0.0000181892,0.0008984776,0.9687575,0.00006098857],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2280693,0.06439627,0.0003789523,0.0002153572,0.03773123,0.0002387316,0.0002939628,0.00003675824,0.6686394],"genre_scores_gemma":[0.9945512,0.001491952,0.00005440947,0.000009855649,0.003072423,1.148408e-7,0.000002594436,0.000005997998,0.000811405],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9532161,"threshold_uncertainty_score":0.9905572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02102353804504455,"score_gpt":0.308562017042011,"score_spread":0.2875384789969665,"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."}}