{"id":"W2097627509","doi":"10.1017/s0272263107070258","title":"ACQUIRING /[alveolar approximant]/ IN CONTEXT","year":2007,"lang":"en","type":"article","venue":"Studies in Second Language Acquisition","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Voice; Markedness; Linguistics; Variation (astronomy); Context (archaeology); Place of articulation; Salient; Phonetics; Realization (probability); Articulation (sociology); Computer science; Psychology; Speech recognition; History; Artificial intelligence; Mathematics; Vowel","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001402226,0.000150248,0.0002862716,0.0003847735,0.00006393665,0.00001108441,0.0001852845,0.0001505221,0.003136282],"category_scores_gemma":[0.00006858346,0.000148329,0.00004700755,0.0003681944,0.0002358326,0.00008039743,0.0001357854,0.0003573787,0.0002079777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001289131,"about_ca_system_score_gemma":0.00001075168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002509436,"about_ca_topic_score_gemma":0.004827658,"domain_scores_codex":[0.9984226,0.0001333911,0.000367326,0.0003596914,0.0001289727,0.0005880648],"domain_scores_gemma":[0.9992192,0.0003197969,0.00006285896,0.000304981,0.00004578735,0.00004731843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.001082472,0.0007582913,0.0552364,0.0002468333,0.0004206027,0.005031471,0.7916468,0.00000673639,0.03624227,0.006429612,0.005483037,0.09741545],"study_design_scores_gemma":[0.004516623,0.000321668,0.6629957,0.0001726345,0.00001382477,0.0001068259,0.3174216,0.00002390547,0.008585279,0.003271694,0.002042491,0.0005277547],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9503104,0.02586874,0.00006629894,0.00008206157,0.0006724191,0.0002545208,0.00001117332,0.00003133847,0.02270301],"genre_scores_gemma":[0.9975765,0.0000775978,0.00008406533,0.0008213189,0.0001845791,0.00004957569,0.00001699576,0.00001824238,0.001171139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6077593,"threshold_uncertainty_score":0.997775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04617581449230333,"score_gpt":0.4133836927029444,"score_spread":0.3672078782106411,"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."}}