{"id":"W1986276376","doi":"10.1515/iral-2015-0002","title":"Setting segmental priorities for English learners: Evidence from a longitudinal study","year":2015,"lang":"en","type":"article","venue":"IRAL - International Review of Applied Linguistics in Language Teaching","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University; University of Alberta; Simon Fraser University","funders":"","keywords":"Pronunciation; Linguistics; Psychology; Longitudinal study; Curriculum; Consonant; Process (computing); Mathematics education; Language acquisition; Second-language acquisition; Second language; Computer science; Pedagogy","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002466031,0.0001663481,0.0003765884,0.0001319366,0.00004686758,0.00003719941,0.0005683252,0.00006995624,0.0001705971],"category_scores_gemma":[0.01108549,0.0001620213,0.00007781904,0.00007337006,0.00007411914,0.0000264915,0.000210256,0.0005738836,0.00001772532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001445471,"about_ca_system_score_gemma":0.00007939202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001345301,"about_ca_topic_score_gemma":0.0001178665,"domain_scores_codex":[0.9981724,0.0001544476,0.000593394,0.0003827854,0.0004352414,0.000261725],"domain_scores_gemma":[0.9981938,0.000965363,0.0002329288,0.0002970017,0.0002371816,0.00007369897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00191082,0.002181544,0.3325541,0.002342363,0.001174132,0.0003064173,0.5139744,0.0001054754,0.001223889,0.06933005,0.007027306,0.06786947],"study_design_scores_gemma":[0.03356959,0.005890306,0.2402141,0.0653599,0.001619124,0.00005949272,0.5176268,0.005104004,0.001969263,0.04788243,0.07523885,0.005466111],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9338304,0.01414679,0.0004386822,0.00008896424,0.002896989,0.001287211,0.0001467706,0.00005392776,0.04711026],"genre_scores_gemma":[0.9908994,0.0001873078,0.00686309,0.0001607283,0.001502153,0.000142723,0.00007504754,0.00002409652,0.000145447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09234004,"threshold_uncertainty_score":0.9972445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0937147511399625,"score_gpt":0.4495295615847861,"score_spread":0.3558148104448237,"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."}}