{"id":"W4408834346","doi":"10.1051/shsconf/202521302030","title":"A Study on the Influence of Shadow Reading Method on Phonetic Intonation Acquisition and Eye Movement Feedback","year":2025,"lang":"en","type":"article","venue":"SHS Web of Conferences","topic":"Speech and Audio Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Intonation (linguistics); Shadow (psychology); Movement (music); Reading (process); Eye movement; Computer science; Psychology; Speech recognition; Linguistics; Artificial intelligence; Acoustics; Philosophy; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.000569434,0.00009045757,0.0001508934,0.0001447819,0.00007633017,0.00008485789,0.0003734714,0.00002642988,0.000007919098],"category_scores_gemma":[0.00009088628,0.00006133415,0.00001958831,0.0003354545,0.00006119295,0.0001490135,0.0000998157,0.00007331782,0.000001528026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001369297,"about_ca_system_score_gemma":0.0005722789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001036624,"about_ca_topic_score_gemma":0.00001522598,"domain_scores_codex":[0.9990747,0.0001099359,0.0002209393,0.0002245319,0.0002717988,0.00009807478],"domain_scores_gemma":[0.9991803,0.0002832854,0.0001624854,0.0002161882,0.0001396944,0.00001807175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001031425,0.0004975666,0.05417765,0.0001351653,0.0001136375,0.000002799356,0.003443033,0.001052927,0.1176571,0.5940136,0.00008416582,0.2287193],"study_design_scores_gemma":[0.0005255641,0.0007688575,0.4796754,0.0006840695,0.0000200023,2.87756e-7,0.001912165,0.004128417,0.4699415,0.04213011,0.00008230343,0.0001313807],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9681997,0.00004803778,0.01407584,0.001210282,0.00006382089,0.0002447742,0.000001057943,0.00002071331,0.01613572],"genre_scores_gemma":[0.9964585,0.00001399719,0.003052258,0.000414933,0.000006731796,0.00001414012,3.307942e-7,0.000001545694,0.00003750878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5518835,"threshold_uncertainty_score":0.2501134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01937812548671124,"score_gpt":0.3075782524310025,"score_spread":0.2882001269442913,"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."}}