{"id":"W7144764961","doi":"","title":"A Review of a Quarter Century of Publication Trends in Language Testing and Assessment : A Topic Modeling Approach","year":2024,"lang":"en","type":"article","venue":"Institutional Repositories DataBase (IRDB)","topic":"Computational and Text Analysis Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Topic model; Quarter (Canadian coin); Test (biology)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001041254,0.00006841301,0.0001693292,0.0002079194,0.000113094,0.00005187733,0.00009262585,0.00002981667,0.0000208706],"category_scores_gemma":[0.0005752469,0.00006104867,0.00005115323,0.001034245,0.0001202805,0.0004097302,0.00005011523,0.0001042005,3.036624e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009287515,"about_ca_system_score_gemma":0.0004103799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003178423,"about_ca_topic_score_gemma":0.0001243792,"domain_scores_codex":[0.9987941,0.0001539984,0.000376913,0.000206387,0.0003728046,0.00009574326],"domain_scores_gemma":[0.9993024,0.0002330557,0.00008423765,0.0001187057,0.0002201423,0.00004149278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001565669,0.000332466,0.008160473,0.005920547,0.0001343509,0.00002991494,0.006797791,0.0009825225,0.001317589,0.7630966,0.0005639937,0.212648],"study_design_scores_gemma":[0.001061388,0.0001592999,0.02443581,0.03131813,0.0006231328,0.0001142332,0.008366236,0.8194257,0.0002185095,0.006758708,0.106423,0.001095876],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2520193,0.2282619,0.2446678,0.006906345,0.002291077,0.00119964,0.000573368,0.00030794,0.2637726],"genre_scores_gemma":[0.9451723,0.001078059,0.05310746,0.00005053649,0.0002233917,0.00002957288,0.0002568129,0.00000349442,0.00007839583],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8184432,"threshold_uncertainty_score":0.4804846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06445516671204292,"score_gpt":0.4041055420519469,"score_spread":0.339650375339904,"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."}}