{"id":"W2955045889","doi":"10.1558/jmbs.11182","title":"A Unified Model of Mono- and Bilingual Intelligibility","year":2019,"lang":"en","type":"article","venue":"Journal of Monolingual and Bilingual Speech","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Intelligibility (philosophy); Operationalization; Linguistics; Computer science; Parsing; Speech error; Lexicon; Psychology; Speech recognition; Natural language processing; Speech production","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":[0.002005326,0.0007106893,0.0006001936,0.001217613,0.0007550731,0.003476494,0.001603622,0.001743715,0.009517387],"category_scores_gemma":[0.003507791,0.0004962428,0.0009320777,0.0004190453,0.002893856,0.004277812,0.001853087,0.001637928,0.001614611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001235023,"about_ca_system_score_gemma":0.001162374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003159668,"about_ca_topic_score_gemma":0.002062657,"domain_scores_codex":[0.9992313,0.000275417,0.0000428519,0.0001982947,0.0001504577,0.0001016678],"domain_scores_gemma":[0.9983118,0.0008452102,0.0001596127,0.0002111943,0.0002499587,0.000222359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006945515,0.00004574745,0.001864215,0.00006001426,0.00002506882,0.0002443908,0.00181865,0.01364944,0.001782296,0.9673235,0.0007145745,0.01240269],"study_design_scores_gemma":[0.0000291257,0.00008294696,0.002303584,0.00003604149,0.00002786745,0.0003352228,0.0003337211,0.1000353,0.000437091,0.8923999,0.0039389,0.00004033651],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1733509,0.000970408,0.6157426,0.007408239,0.000135767,0.0001199978,0.0008390913,0.0008603819,0.2005727],"genre_scores_gemma":[0.9488453,0.0003177722,0.0345321,0.0002517122,0.00009327708,0.0001094959,0.000164231,0.00009927948,0.015587],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009517387,"threshold_uncertainty_score":0.03183889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04191365808253792,"score_gpt":0.3483376122351035,"score_spread":0.3064239541525656,"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."}}