{"id":"W4206301369","doi":"10.3389/fcomm.2021.807995","title":"Acoustic-Perceptual Factors Both Maintain and Account for the Rarity of the Czech Trill-Fricative","year":2022,"lang":"en","type":"article","venue":"Frontiers in Communication","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Czech; Perception; Noise (video); Psychology; Speech recognition; Computer science; Linguistics; Artificial intelligence","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":[0.0010644,0.00007389308,0.0001399397,0.00005638499,0.0004708607,0.00001085774,0.001032888,0.00006218408,0.0001016272],"category_scores_gemma":[0.0001389196,0.00004993273,0.00004582777,0.0002480652,0.0004217243,0.00002560314,0.0004996653,0.000491308,4.907741e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001095644,"about_ca_system_score_gemma":0.00005002951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006296114,"about_ca_topic_score_gemma":0.0001340916,"domain_scores_codex":[0.9986126,0.0007531842,0.0001892564,0.0001422986,0.0001300522,0.0001725441],"domain_scores_gemma":[0.9979844,0.0008813179,0.0001182896,0.0009592991,0.00003885171,0.00001782451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001557369,0.001075331,0.5318032,0.000040884,0.0005690534,6.604649e-7,0.2275048,0.0006794847,0.002071623,0.02138486,0.1788352,0.03447764],"study_design_scores_gemma":[0.001121965,0.0001613386,0.8841446,0.000005896749,0.00003895323,0.000002755799,0.07401942,0.004429359,0.0001554655,0.01894183,0.01685944,0.0001189462],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785293,0.004424503,0.009634244,0.004096786,0.0007502407,0.001273219,0.0001825972,0.00001257164,0.001096582],"genre_scores_gemma":[0.998141,0.0002565028,0.0008081029,0.0001184122,0.000009495803,0.0003219375,0.00002113178,0.000009983531,0.0003134256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3523414,"threshold_uncertainty_score":0.3621528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04382290634886329,"score_gpt":0.334005172952328,"score_spread":0.2901822666034647,"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."}}