{"id":"W3165237930","doi":"10.82308/46064","title":"Fostering 21st century learning skills in English as a Second Language classrooms","year":2021,"lang":"en","type":"article","venue":"eScholarship@McGill (McGill)","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University","keywords":"Mathematics education; Linguistics; Language acquisition; Psychology; Pedagogy; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.002583373,0.0002036917,0.000279416,0.0006872542,0.001582107,0.002355076,0.0005001928,0.000374122,0.001770004],"category_scores_gemma":[0.004683038,0.0001438217,0.0001565765,0.000292776,0.001391109,0.00120112,0.003419349,0.0006201093,0.0003397295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001002716,"about_ca_system_score_gemma":0.002946656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001215203,"about_ca_topic_score_gemma":0.003817044,"domain_scores_codex":[0.998442,0.0007830483,0.00005285055,0.0001012497,0.0003529236,0.0002679558],"domain_scores_gemma":[0.9966065,0.001556224,0.0004711621,0.0001125236,0.0003911092,0.0008625578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001280029,0.002788192,0.07581495,0.0008165451,0.00001750429,0.002375107,0.6758931,0.000167539,0.02536632,0.004271965,0.002185916,0.2101749],"study_design_scores_gemma":[0.00007070367,0.001667518,0.1523168,0.0007118467,0.00003246497,0.001441408,0.7603395,0.0004243506,0.01010451,0.001924088,0.07092392,0.00004292821],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950532,0.0001462874,0.000216585,0.0002491236,0.000007721908,0.00001814021,0.000004089175,0.000006334754,0.004298498],"genre_scores_gemma":[0.9960175,0.0003292851,0.001137378,0.0001185987,0.00000756316,0.00003374527,0.000006919152,0.0000042569,0.002344811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002583373,"threshold_uncertainty_score":0.01366234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01485579404039705,"score_gpt":0.2268902252579021,"score_spread":0.212034431217505,"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."}}