{"id":"W4410798924","doi":"10.1017/9781009366144.012","title":"Developing oracy","year":2025,"lang":"en","type":"book-chapter","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":"","funders":"","keywords":"Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001733279,0.0006954634,0.0004056242,0.001227707,0.001493304,0.00542213,0.0009339188,0.0008777054,0.02570868],"category_scores_gemma":[0.004591492,0.0003515931,0.0004278272,0.0007542555,0.001527169,0.005942779,0.005565041,0.001977105,0.00911934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001615687,"about_ca_system_score_gemma":0.00386751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009313293,"about_ca_topic_score_gemma":0.002065899,"domain_scores_codex":[0.9991063,0.0002214237,0.00005586004,0.0001488999,0.0003627248,0.0001047218],"domain_scores_gemma":[0.9989156,0.0004148096,0.00007792198,0.0001109895,0.0003055941,0.0001752479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004241501,0.0001834043,0.001832393,0.0007260438,0.000007306943,0.0008349986,0.01561073,0.0004226076,0.005969768,0.2482387,0.03319922,0.6929324],"study_design_scores_gemma":[0.00000929101,0.00005290766,0.0008157319,0.0007445302,0.000007712794,0.0009733331,0.003686704,0.0003298748,0.004878906,0.02737676,0.9611118,0.00001235302],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01636724,0.004146946,0.05675269,0.002107764,0.000823127,0.0004169241,0.000122376,0.0008392857,0.9184237],"genre_scores_gemma":[0.1459107,0.01832049,0.2236254,0.002196182,0.0002282843,0.0007065978,0.0007854681,0.001213066,0.6070138],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02570868,"threshold_uncertainty_score":0.08600408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02121231777359689,"score_gpt":0.2702117004840547,"score_spread":0.2489993827104579,"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."}}