{"id":"W3188621938","doi":"10.1111/lnc3.12435","title":"Remote sociophonetic data collection: Vowels and nasalization from self‐recordings on personal devices","year":2021,"lang":"en","type":"article","venue":"Language and Linguistics Compass","topic":"Speech and Audio Processing","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Nasalization; Vowel; Laptop; Microphone; Computer science; Upload; Speech recognition; Telecommunications; World Wide Web; Sound pressure","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001154505,0.0003939299,0.0002414594,0.0008841711,0.0005141304,0.0006578139,0.0004945436,0.000559596,0.004649135],"category_scores_gemma":[0.004309834,0.0001841164,0.0002846297,0.0005433443,0.0005270229,0.000629209,0.0009339169,0.0002805312,0.00108386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001556582,"about_ca_system_score_gemma":0.0002613363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001731667,"about_ca_topic_score_gemma":0.005860533,"domain_scores_codex":[0.9987802,0.0004935729,0.00009367328,0.0002676465,0.000304093,0.00006075443],"domain_scores_gemma":[0.9975198,0.0008164377,0.000287784,0.0004122457,0.000851116,0.0001126107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001608219,0.0005365917,0.2065969,0.001517791,0.0001709364,0.001097106,0.01470958,0.0008325817,0.4402216,0.0006501838,0.002555894,0.3295026],"study_design_scores_gemma":[0.00009212941,0.001479253,0.8796109,0.0002369162,0.0001725046,0.001762506,0.01046197,0.003542442,0.09305971,0.0005921229,0.008881128,0.0001083751],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9621856,0.0001688688,0.02777951,0.00008969204,0.00006068485,0.0005530535,0.001044292,0.000256904,0.007861454],"genre_scores_gemma":[0.9445429,0.0002025967,0.05127819,0.00009913025,0.0000664489,0.0005920726,0.000685911,0.00008669628,0.002446067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004649135,"threshold_uncertainty_score":0.01555288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0200217256196578,"score_gpt":0.2699026181444026,"score_spread":0.2498808925247448,"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."}}