{"id":"W6957908448","doi":"10.60692/5yfmd-a8478","title":"Text reading in English as a second language: Evidence from the Multilingual Eye-Movements Corpus","year":2022,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Fluency; Reading (process); Reading comprehension; Variety (cybernetics); Component (thermodynamics); Extensive reading; Consistency (knowledge bases); Language proficiency","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000875006,0.0001555816,0.0001850245,0.000195574,0.0002700776,0.0001502937,0.0003435863,0.00006785348,0.02920634],"category_scores_gemma":[0.0001446226,0.0001277708,0.00006530086,0.0002977214,0.00002036555,0.0004240091,0.0001401194,0.0003881821,0.001409636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001810086,"about_ca_system_score_gemma":0.00003139691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004956376,"about_ca_topic_score_gemma":0.000003760611,"domain_scores_codex":[0.9981704,0.0004466099,0.0005672618,0.0002107807,0.0003266415,0.0002782424],"domain_scores_gemma":[0.9989731,0.0001010463,0.0003348683,0.0004675048,0.00006731914,0.00005619853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000129837,0.000003512471,0.07441453,0.00002412001,0.00003818662,0.00005844129,0.9228384,0.0001226896,0.00001064165,0.00004821161,0.0004014041,0.001910002],"study_design_scores_gemma":[0.001493371,0.00005364388,0.1241485,0.0001190239,0.00001188136,0.00003475014,0.868185,0.0005233238,0.0001440927,4.038162e-7,0.005089956,0.0001961167],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867236,0.0001698385,0.00009821432,0.00002867594,0.001345958,0.0004004083,0.0001505793,0.0001835726,0.01089915],"genre_scores_gemma":[0.9931881,4.486621e-8,0.00002216957,0.004116953,0.0002055777,0.0002001385,0.00007746282,0.00001399917,0.002175537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05465344,"threshold_uncertainty_score":0.9993679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02914944947340841,"score_gpt":0.2847956875006563,"score_spread":0.2556462380272478,"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."}}