{"id":"W3192813533","doi":"10.1111/flan.12561","title":"Linguistic risk‐taking in second language learning: The case of French at a Canadian bilingual institution","year":2021,"lang":"en","type":"article","venue":"Foreign Language Annals","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Virtual University; University of Ottawa","funders":"","keywords":"Institution; Psychology; Construct (python library); Pedagogy; Participatory action research; Bilingual education; Linguistics; Language assessment; Metacognition; Sociology; Computer science; Cognition","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0008325962,0.0001525708,0.0002179317,0.0001906187,0.0006140015,0.0001122384,0.0001301298,0.00006805484,0.005670977],"category_scores_gemma":[0.002490337,0.000120119,0.0001045184,0.0001140428,0.000142776,0.00007139819,0.00005428267,0.0006068145,0.00004941062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006898061,"about_ca_system_score_gemma":0.0002477292,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2974031,"about_ca_topic_score_gemma":0.8824927,"domain_scores_codex":[0.998633,0.0003470402,0.0003025099,0.0002384772,0.0001163115,0.0003626382],"domain_scores_gemma":[0.9990033,0.0002415622,0.0002817262,0.0002615087,0.00011675,0.00009516529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001198554,0.00005117137,0.007556985,0.0001058215,0.00006894721,0.01541041,0.9167308,0.0007479643,0.0002340563,0.0492904,0.000525782,0.009265721],"study_design_scores_gemma":[0.001553569,0.0003511486,0.005950757,0.000762818,0.000172905,0.00250869,0.6645015,0.004543149,0.004015046,0.002055016,0.3123822,0.001203191],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8073946,0.002560043,0.000005154946,0.00004205171,0.0001283183,0.00008554193,0.00006753077,0.00003627365,0.1896805],"genre_scores_gemma":[0.9871082,0.00001036233,0.00003574394,0.0002474755,0.0005314665,0.000005075246,0.00007671722,0.0000217637,0.0119632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5850896,"threshold_uncertainty_score":0.9952379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03421818413318464,"score_gpt":0.2877396762105915,"score_spread":0.2535214920774069,"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."}}