{"id":"W4417192393","doi":"10.31436/asiatic.v19i2.3975","title":"The Maelstrom","year":2025,"lang":"","type":"article","venue":"Asiatic IIUM Journal of English Language and Literature","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"","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":["metaepi_narrow","scholarly_communication","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002425598,0.0005522054,0.0008097726,0.000504582,0.0006219488,0.002442364,0.0008539075,0.0004388071,0.000076228],"category_scores_gemma":[0.006668969,0.0003422245,0.0004631348,0.001554949,0.0002870922,0.0008975898,0.000198279,0.002540282,0.00001478047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001258292,"about_ca_system_score_gemma":0.0004247296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003687653,"about_ca_topic_score_gemma":0.000009323602,"domain_scores_codex":[0.9959882,0.0007605229,0.001466012,0.0003333121,0.0007187024,0.0007332348],"domain_scores_gemma":[0.9940548,0.001090331,0.001206584,0.0006801152,0.002668926,0.0002992397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001939939,0.0005629238,0.002173531,0.001125733,0.003566996,0.005352263,0.7586091,0.00002322526,0.003407828,0.01639944,0.1734552,0.03338385],"study_design_scores_gemma":[0.009495102,0.001263011,0.007420531,0.01446089,0.003247478,0.001261178,0.3275699,0.0002365868,0.002285372,0.002527982,0.6290345,0.001197441],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.4289402,0.5382272,0.00004558443,0.001528188,0.008696125,0.0003924235,0.0001911624,0.00003120129,0.0219479],"genre_scores_gemma":[0.9813075,0.003675341,0.0004012909,0.0005551102,0.004795661,0.000003642663,0.00001582015,0.00007262589,0.009172989],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5523673,"threshold_uncertainty_score":0.999903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.001798836910619333,"score_gpt":0.2272186714028898,"score_spread":0.2254198344922704,"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."}}