{"id":"W2285248184","doi":"10.21832/isaacs6848","title":"Second Language Pronunciation Assessment","year":2016,"lang":"en","type":"book","venue":"Multilingual Matters eBooks","topic":"Interpreting and Communication in Healthcare","field":"Health Professions","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Indiana University Bloomington; Ministerio de Economía y Competitividad; Generalitat de Catalunya; Educational Testing Service","keywords":"Pronunciation; Linguistics; Computer science; Natural language processing; Psychology; Philosophy","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":[0.0007518381,0.001055351,0.000728236,0.001464481,0.0005880343,0.004435854,0.0007794586,0.0008004137,0.06012641],"category_scores_gemma":[0.005502673,0.0002157487,0.0003378219,0.001096443,0.0006304063,0.002117085,0.00143829,0.001824239,0.04812085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006029193,"about_ca_system_score_gemma":0.001334161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001533872,"about_ca_topic_score_gemma":0.002126483,"domain_scores_codex":[0.9988022,0.0001606085,0.00006029808,0.0001125058,0.0008013351,0.00006318426],"domain_scores_gemma":[0.9980956,0.000633823,0.0000527827,0.0001761566,0.0008972045,0.0001443667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000642157,0.00003684427,0.0007133092,0.0003371047,0.000007112529,0.0002533735,0.001196986,0.000420017,0.004272048,0.009301226,0.245557,0.7378408],"study_design_scores_gemma":[0.00001045624,0.0001098665,0.003461995,0.0003892122,0.000007482489,0.002833002,0.001117935,0.001525706,0.004277114,0.0106438,0.9755868,0.00003663691],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01269917,0.01256644,0.06838699,0.002642312,0.00669272,0.0002894578,0.003088691,0.006714456,0.8869197],"genre_scores_gemma":[0.0782204,0.006762132,0.02804986,0.0008331659,0.0006438858,0.0002110706,0.004036544,0.002013922,0.8792291],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06012641,"threshold_uncertainty_score":0.2011428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04995167245017862,"score_gpt":0.4398494405066118,"score_spread":0.3898977680564332,"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."}}