{"id":"W2159715782","doi":"10.5539/ijel.v3n4p101","title":"A Psycholinguistic Justification of Dictation in TEM-4","year":2013,"lang":"en","type":"article","venue":"International Journal of English Linguistics","topic":"Historical Linguistics and Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"China West Normal University","keywords":"Dictation; Psycholinguistics; Competence (human resources); Linguistics; Psychology; Linguistic competence; Computer science; Cognitive psychology; Social psychology; Speech recognition; Philosophy; Cognition; Neuroscience","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":[0.0002347406,0.00009710412,0.0002109114,0.000297495,0.00003733053,0.00006935039,0.0002771863,0.00003439545,0.0004745373],"category_scores_gemma":[0.08019164,0.00008491306,0.0000830145,0.00004790044,0.0001193272,0.00004682711,0.00002317679,0.0001845716,0.0000113707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008999663,"about_ca_system_score_gemma":0.00004768975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001841231,"about_ca_topic_score_gemma":0.00008936736,"domain_scores_codex":[0.9985848,0.00002713787,0.0007891644,0.00008931951,0.0004010623,0.0001085266],"domain_scores_gemma":[0.9710641,0.0002249903,0.0005465788,0.00008698548,0.02802899,0.00004838894],"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":[0.000130156,0.0009041991,0.004038457,0.00009861161,0.0002938441,0.00006190828,0.08311743,0.0004048015,0.00005869863,0.8622117,0.04375255,0.00492764],"study_design_scores_gemma":[0.0008462597,0.0001460939,0.00216185,0.0001760303,0.0000557273,7.210382e-7,0.005086041,0.0003155673,0.00006020544,0.009908933,0.981068,0.000174622],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04980262,0.001059668,0.0005123704,0.0001092632,0.08571207,0.0002615893,0.00008435382,0.00003547331,0.8624226],"genre_scores_gemma":[0.9818313,0.00005400831,0.0007894202,0.00005254706,0.01686952,0.000003521197,0.000009587914,0.00001203223,0.000378039],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9373154,"threshold_uncertainty_score":0.9275563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02314281999330817,"score_gpt":0.2764638481805937,"score_spread":0.2533210281872855,"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."}}