{"id":"W3200653021","doi":"10.3389/fcomm.2021.650382","title":"The Language of Gángan, A Yorùbá Talking Drum","year":2021,"lang":"en","type":"article","venue":"Frontiers in Communication","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Yoruba; Linguistics; Drum; Vowel; Grammar; Psychology; Communication; Consonant; Speech recognition; Computer science; History","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000529431,0.0000448291,0.00009871294,0.00003950764,0.0001022773,0.00001360811,0.0004920901,0.00007227033,0.00006734221],"category_scores_gemma":[0.000102996,0.00003890183,0.00002995581,0.0002427583,0.0001548275,0.00002740339,0.0001663561,0.0002824979,0.00001317421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002658529,"about_ca_system_score_gemma":0.00003698544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002843827,"about_ca_topic_score_gemma":0.0003536232,"domain_scores_codex":[0.9990267,0.0004672001,0.0001730682,0.00009674747,0.00007898697,0.0001573003],"domain_scores_gemma":[0.9986209,0.0002149881,0.00006380704,0.001030375,0.00005261595,0.00001736325],"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":[0.0003399543,0.000757434,0.1995024,0.00004343073,0.0003935554,0.00004912497,0.1295579,0.00002593269,0.02108686,0.03848993,0.1793137,0.4304398],"study_design_scores_gemma":[0.002602109,0.000129245,0.6385588,0.0001437379,0.0000354044,0.00003830778,0.09813733,0.001918826,0.02075121,0.03118688,0.2061038,0.000394313],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8609657,0.06979819,0.001285843,0.00740713,0.001236195,0.0002354209,0.00001219551,0.00002738614,0.05903196],"genre_scores_gemma":[0.9931407,0.001058479,0.002408874,0.00009539731,0.0000134961,0.00002840725,0.00002474279,0.000008207444,0.003221713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4390565,"threshold_uncertainty_score":0.1586371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02056313382271138,"score_gpt":0.3437121510888057,"score_spread":0.3231490172660944,"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."}}