{"id":"W4386772160","doi":"10.1080/15475441.2023.2256708","title":"An Exploration of Voice Quality in Mothers Speaking Canadian English to Infants","year":2023,"lang":"en","type":"article","venue":"Language Learning and Development","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Breathy voice; Quality (philosophy); Psychology; Prosody; Speech recognition; Style (visual arts); Computer science; Linguistics; Phonation; History","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007780935,0.00005885175,0.0001040326,0.0003061974,0.00005820756,0.00001507377,0.00007326896,0.00006206104,0.0001530311],"category_scores_gemma":[0.0001552552,0.00006090743,0.00000605145,0.0002997026,0.00001660853,0.00005452368,0.00002512935,0.0001607998,0.0001061159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003438796,"about_ca_system_score_gemma":0.00008601858,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07355025,"about_ca_topic_score_gemma":0.1642579,"domain_scores_codex":[0.9991437,0.0001716111,0.0001609653,0.0001763897,0.00009021169,0.0002571848],"domain_scores_gemma":[0.9996524,0.00006501884,0.00002932561,0.00009714529,0.00003268677,0.000123365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00003472175,0.00001802026,0.1788512,0.0000125257,0.00001527429,0.00003597362,0.7408983,0.0002138094,0.001486481,0.00005857108,0.00006695541,0.07830821],"study_design_scores_gemma":[0.0003019971,0.00005558601,0.9252424,0.00002313339,7.436601e-7,6.274051e-7,0.06473681,0.00004425678,0.0005117091,0.00002010443,0.008949244,0.0001133416],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960598,0.0000553713,0.00005939941,0.00009157939,0.0001109052,0.00008976927,0.000002170788,0.00003529884,0.003495739],"genre_scores_gemma":[0.9987705,0.000005670599,0.0003862199,0.00008246983,0.0000251392,0.00001904158,0.00002759053,0.000009406634,0.0006739777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7463912,"threshold_uncertainty_score":0.932619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0613657480272738,"score_gpt":0.4001105488650932,"score_spread":0.3387448008378194,"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."}}