{"id":"W2916675878","doi":"10.1075/lllt.52.10spa","title":"Discussion","year":2019,"lang":"en","type":"book-chapter","venue":"Language learning and language teaching","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008870027,0.0006008132,0.0006437426,0.0002892513,0.001029124,0.0005156403,0.000241776,0.0003008733,0.00715871],"category_scores_gemma":[0.0002182944,0.0004178097,0.000237406,0.000008036328,0.0001632851,0.0001911486,0.0002058407,0.004335808,0.0007642279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006034042,"about_ca_system_score_gemma":0.00003772572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006053288,"about_ca_topic_score_gemma":0.000252622,"domain_scores_codex":[0.9978251,0.0002381268,0.0003891738,0.0006825426,0.0003886941,0.000476349],"domain_scores_gemma":[0.9988216,0.0002541002,0.0003631024,0.0003925326,0.00002373609,0.0001449232],"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":[0.00002270924,0.00001990285,0.00009795704,0.0002878328,0.0001374426,0.0002263587,0.5333566,0.00002133817,0.0002001443,0.1904033,0.001565774,0.2736607],"study_design_scores_gemma":[0.0003540468,0.0001465472,0.000006512277,0.001045143,0.000131619,0.00003562249,0.06097096,0.0001924791,0.0000039102,0.000188914,0.9361312,0.0007930597],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01019798,0.007001131,0.00004607447,0.0003014094,0.0005541081,0.0002130655,0.00002204873,0.0007685819,0.9808956],"genre_scores_gemma":[0.2197567,0.0000463107,0.0001302303,0.0002523926,0.001792778,0.000003095327,0.0002291854,0.0001806975,0.7776086],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9345654,"threshold_uncertainty_score":0.9998274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01131757427824469,"score_gpt":0.2453429148479841,"score_spread":0.2340253405697394,"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."}}