{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009745515,0.0004210293,0.0005401555,0.0002063936,0.0007884657,0.00002193143,0.0005850627,0.0008178285,0.002940225],"category_scores_gemma":[0.0001055883,0.0003496806,0.0001676557,0.00001578156,0.0001030703,0.00003675113,0.0003367973,0.00202532,0.001622367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001597672,"about_ca_system_score_gemma":0.002051115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007602619,"about_ca_topic_score_gemma":0.0002978547,"domain_scores_codex":[0.9964907,0.0008048421,0.001089191,0.0005240061,0.0004335196,0.0006577129],"domain_scores_gemma":[0.996092,0.001185826,0.0009525527,0.001215183,0.00039092,0.0001635573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002781451,0.00008998982,0.001341167,0.01046046,0.0004303901,0.00007441733,0.1297435,7.766426e-7,0.002216769,0.01263153,0.7170696,0.1256633],"study_design_scores_gemma":[0.001000241,0.00009253326,0.0002641894,0.007108665,0.00005643438,0.000003670514,0.002727024,0.00005102234,0.0001597518,0.002035492,0.9858284,0.0006725508],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003010398,0.0001355056,0.00007470855,0.001294265,0.001990483,0.001735377,0.0003227001,0.0004294805,0.9910071],"genre_scores_gemma":[0.01397797,0.000006779059,0.0008455428,0.009624619,0.001233907,0.0005380657,0.000234536,0.0001553439,0.9733832],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2687588,"threshold_uncertainty_score":0.9998955,"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."}}