{"id":"W3153016071","doi":"10.3389/fcomm.2021.639889","title":"Evidence-Based Design Principles for Spanish Pronunciation Teaching","year":2021,"lang":"en","type":"article","venue":"Frontiers in Communication","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Ministerio de Ciencia, Innovación y Universidades","keywords":"Pronunciation; Curriculum; Perception; Set (abstract data type); Computer science; Best practice; Applied linguistics; Psychology; Linguistics; Mathematics education; Pedagogy","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":[0.00196952,0.00008084319,0.0001503745,0.00008621816,0.0001781117,0.0000423393,0.0004335291,0.0001376192,0.0000529215],"category_scores_gemma":[0.0009622934,0.00009092951,0.00004260663,0.0001563249,0.00006169254,0.0001054031,0.00007763423,0.0003440444,0.00001212631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002122765,"about_ca_system_score_gemma":0.0002447335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008299385,"about_ca_topic_score_gemma":0.00006017137,"domain_scores_codex":[0.9980294,0.001151235,0.0002510471,0.0002263888,0.0001141569,0.0002277856],"domain_scores_gemma":[0.9980946,0.0007556828,0.0001037307,0.0008775574,0.0001350608,0.00003335467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002411433,0.001735389,0.2497645,0.0002384261,0.0003344026,0.00001954311,0.03415395,0.01170592,0.005724388,0.04483867,0.2569441,0.3921293],"study_design_scores_gemma":[0.005670449,0.0005779747,0.4445561,0.000985214,0.00008752151,0.00001155068,0.004905028,0.4075626,0.007802919,0.03940599,0.08762736,0.0008072773],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06087187,0.01532143,0.9107264,0.007039493,0.0008682155,0.001240308,0.00001004613,0.00006757453,0.003854614],"genre_scores_gemma":[0.7574211,0.0003658267,0.2398709,0.0002315686,0.00003870713,0.0005374039,0.0000914019,0.00001873322,0.001424399],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6965492,"threshold_uncertainty_score":0.3707998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2540968220954525,"score_gpt":0.3985794852344243,"score_spread":0.1444826631389718,"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."}}