{"id":"W2111580734","doi":"10.5539/ells.v2n2p11","title":"The Sequence of Modules: A Facet in Language Proficiency Testing","year":2012,"lang":"en","type":"article","venue":"English Language and Literature Studies","topic":"Reading and Literacy Development","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Test of English as a Foreign Language; Facet (psychology); Test (biology); Language assessment; Language proficiency; Computer science; Sequence (biology); English language; Mathematics education; Foreign language; Psychology; Function (biology)","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":[],"consensus_categories":[],"category_scores_codex":[0.0006293582,0.0001414198,0.0002013842,0.00007552493,0.0001142777,0.0000448352,0.0001137867,0.00005688168,0.000007601377],"category_scores_gemma":[0.0009196193,0.00008430809,0.0000257959,0.0003721531,0.0001111561,0.0001403791,0.00006590098,0.0002217696,0.000002744135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001791202,"about_ca_system_score_gemma":0.000007318985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003621284,"about_ca_topic_score_gemma":0.000009589076,"domain_scores_codex":[0.9989974,0.00011796,0.0002449866,0.0001797705,0.0001134179,0.0003464353],"domain_scores_gemma":[0.9992393,0.0003283676,0.00008272873,0.0002095971,0.00009968133,0.00004027203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001009241,0.00004038421,0.02349635,0.00005503016,0.00004479455,0.00003888663,0.9559715,3.947484e-7,0.0005954868,0.002016331,0.000498853,0.01723192],"study_design_scores_gemma":[0.000545782,0.00008289205,0.05742775,0.000634598,0.00001932283,0.00003779212,0.9337704,0.000007616138,0.0004621934,0.00007083141,0.006658492,0.0002823061],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8646885,0.1263375,0.000002291112,0.00004474095,0.0005109648,0.0001441871,0.00001885308,0.00003511635,0.008217946],"genre_scores_gemma":[0.996599,0.000122006,0.0005133299,0.00005086658,0.0002773326,0.00005388632,0.000008534198,0.000009818881,0.00236528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1319105,"threshold_uncertainty_score":0.3437984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02874642855730615,"score_gpt":0.3406068137171522,"score_spread":0.311860385159846,"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."}}