{"id":"W1576937868","doi":"10.20360/g2ts30","title":"Special Issue: Language, Literacy, and Singing","year":2014,"lang":"en","type":"article","venue":"Language and Literacy","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Singing; Literacy; Linguistics; Sociology; Pedagogy; Philosophy; Economics","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002570034,0.0001486056,0.0001728619,0.00009317117,0.0003608684,0.0008135855,0.00005854589,0.00003439549,0.002442468],"category_scores_gemma":[0.00008053281,0.0001238476,0.00003626138,0.00002383983,0.00008031038,0.0004143624,0.00005384937,0.0002413305,0.00007140589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005905234,"about_ca_system_score_gemma":0.00000401042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004066468,"about_ca_topic_score_gemma":0.00005233021,"domain_scores_codex":[0.9991881,0.00009638489,0.0001587189,0.0002285258,0.0001006243,0.0002276607],"domain_scores_gemma":[0.9995308,0.0001512738,0.00005774096,0.0001578319,0.00002177696,0.00008061273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009092247,0.00001667349,0.0005784212,0.00005556215,0.00001005751,0.0000329343,0.6214717,3.677904e-7,0.00008149723,0.01108948,0.002877899,0.3637763],"study_design_scores_gemma":[0.0003026791,0.0000535569,0.0005528714,0.0001142399,0.00001775672,0.00001877965,0.01209494,0.0003182263,0.00002528001,0.0001604359,0.9861435,0.0001976721],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8429344,0.001756228,0.00003065071,0.000336101,0.0004504416,0.00005610329,0.000008243051,0.0001169903,0.1543108],"genre_scores_gemma":[0.9287739,0.00001760776,0.0003901122,0.001129927,0.0191744,0.000002848643,0.00003094625,0.00002401198,0.05045625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9832656,"threshold_uncertainty_score":0.9984694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006955556370608533,"score_gpt":0.2581288188225002,"score_spread":0.2511732624518916,"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."}}