{"id":"W2771241327","doi":"10.7202/1042675ar","title":"Development of Second Language French Oral Skills in an Instructed Setting: A Focus on Speech Ratings","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Applied Linguistics","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; Concordia University","funders":"","keywords":"Fluency; Pronunciation; Prosody; Psychology; Stress (linguistics); Intonation (linguistics); Active listening; Linguistics; Focus (optics); Communication; Mathematics education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0006496376,0.000137743,0.0003178729,0.0004043351,0.0001926842,0.00006571497,0.0006288981,0.0001783507,0.0005789714],"category_scores_gemma":[0.000777558,0.0001374104,0.00003436167,0.00008823202,0.0001823875,0.00001123359,0.00002795929,0.0006298088,0.00001956742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001096475,"about_ca_system_score_gemma":0.001374642,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002867203,"about_ca_topic_score_gemma":0.1448886,"domain_scores_codex":[0.9986604,0.00003787138,0.0005571503,0.0001696352,0.0001607599,0.0004142174],"domain_scores_gemma":[0.9983259,0.00007567956,0.0004902331,0.0004109828,0.0002569858,0.0004401546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006547907,0.0008548898,0.1045627,0.0001668244,0.0006590992,0.00764525,0.3579815,0.00005934628,0.02540106,0.03946488,0.01019758,0.4523521],"study_design_scores_gemma":[0.005000142,0.0006935041,0.9068794,0.0002204443,0.00004134269,0.0001185816,0.004026081,0.00004893223,0.0299229,0.009411719,0.04298084,0.0006560796],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9377897,0.00003120646,0.000006576679,0.00003508997,0.0007458337,0.0001075007,0.00003982621,0.000002486535,0.06124182],"genre_scores_gemma":[0.9885418,6.622299e-7,0.01083982,0.0000693537,0.0003255019,0.000002487022,0.000007542978,0.00002082522,0.0001919672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8023168,"threshold_uncertainty_score":0.870715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02276875691710702,"score_gpt":0.3264722451471994,"score_spread":0.3037034882300924,"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."}}