{"id":"W3093253545","doi":"10.5334/labphon.278","title":"Transphonologization of voicing in Chru: Studies in production and perception","year":2020,"lang":"en","type":"article","venue":"Laboratory Phonology Journal of the Association for Laboratory Phonology","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Arts and Humanities Research Council","keywords":"Voice; Obstruent; Vowel; Register (sociolinguistics); Contrast (vision); Linguistics; Perception; Psychology; Audiology; Computer science; Medicine; Artificial intelligence","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":[0.002147279,0.0002339667,0.0008204126,0.0005047974,0.000103973,0.00001062544,0.0004359414,0.000801927,0.00003747318],"category_scores_gemma":[0.002847172,0.0002023455,0.0001011372,0.001541224,0.0004400791,0.0002407728,0.00008399834,0.001183357,0.000008921898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00047387,"about_ca_system_score_gemma":0.0003565398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002673956,"about_ca_topic_score_gemma":0.0003566822,"domain_scores_codex":[0.9964148,0.001286771,0.001199617,0.0004115075,0.0002126692,0.0004746669],"domain_scores_gemma":[0.9965487,0.000564307,0.001406729,0.0002677027,0.001137211,0.0000754112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001567054,0.0003803893,0.6792653,0.0001747604,0.0006382578,0.00001872084,0.05275698,0.0006052924,0.2599537,0.0007581488,0.002861008,0.001020356],"study_design_scores_gemma":[0.004882524,0.001239587,0.9545967,0.0001345831,0.0001459894,0.00002638546,0.01092919,0.0000894511,0.02253684,0.00235859,0.002731668,0.0003284891],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850622,0.003303258,0.00004471233,0.008488874,0.002475313,0.0004993803,0.00007160222,0.00001865666,0.00003595987],"genre_scores_gemma":[0.9979206,0.0008567984,0.0002143098,0.0006627863,0.0002199744,0.00004726037,0.000003749168,0.00002941523,0.00004508251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2753314,"threshold_uncertainty_score":0.825141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05628518796875952,"score_gpt":0.353817988632497,"score_spread":0.2975328006637375,"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."}}