{"id":"W4301022857","doi":"10.7916/d8j690w4","title":"An Interview with APPLE Lecture Speaker Professor Roy Lyster","year":2018,"lang":"en","type":"article","venue":"Columbia Academic Commons (Columbia University)","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Linguistics; Art; Mathematics education; Speech recognition; Computer science; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.005461157,0.001085368,0.002034136,0.001668815,0.01043101,0.007594978,0.001511971,0.007310985,0.02864139],"category_scores_gemma":[0.01429644,0.001010016,0.0006114662,0.001392341,0.0039959,0.006272654,0.004885653,0.0208168,0.01240604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008812441,"about_ca_system_score_gemma":0.006923459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01377316,"about_ca_topic_score_gemma":0.01755189,"domain_scores_codex":[0.9936799,0.002160888,0.0002133355,0.001153545,0.001752962,0.001039453],"domain_scores_gemma":[0.993322,0.00241623,0.0004231,0.0001839294,0.001674346,0.001980431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006065592,0.00006330381,0.0004208858,0.00007487349,0.000004031935,0.0008504535,0.01734493,0.00004183644,0.0004945837,0.003151846,0.9687735,0.008719106],"study_design_scores_gemma":[0.00001379873,0.00005711054,0.00093667,0.0001851056,0.000005157478,0.0007730834,0.02912881,0.00007505099,0.0002628619,0.0005340237,0.9679653,0.00006305605],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.02046406,0.02640835,0.000924251,0.8518756,0.02702127,0.0003482917,0.0008004996,0.0004095927,0.07174814],"genre_scores_gemma":[0.1650405,0.0163867,0.002350204,0.4512759,0.008347194,0.001408214,0.0004908402,0.0006980753,0.3540024],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02864139,"threshold_uncertainty_score":0.09581506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03370772929542703,"score_gpt":0.2337898399307088,"score_spread":0.2000821106352817,"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."}}