{"id":"W1542619166","doi":"","title":"Writing Life 1 in Language 2","year":2006,"lang":"fr","type":"article","venue":"McGill Journal of Education / Revue des sciences de l'éducation de McGill","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Humanities; Second-language acquisition; Linguistics; Theme (computing); Psychology; Philosophy; 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","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002882714,0.0002703437,0.0004497647,0.0009271085,0.001793459,0.0003148644,0.0005776507,0.0001032549,0.001502488],"category_scores_gemma":[0.001099332,0.0002723627,0.0002547132,0.0006774979,0.001488912,0.001225791,0.00005779619,0.0003792226,0.00005187081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001780441,"about_ca_system_score_gemma":0.0008738731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006027685,"about_ca_topic_score_gemma":0.007318545,"domain_scores_codex":[0.9969351,0.0004333594,0.001259937,0.000324137,0.0004219432,0.0006254775],"domain_scores_gemma":[0.9973587,0.000345305,0.001131552,0.0002317872,0.000730294,0.0002023366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002862273,0.002531665,0.009109904,0.0006112056,0.0001526272,0.00007401258,0.0578154,0.008475673,0.0003290321,0.8441437,0.03704475,0.03968333],"study_design_scores_gemma":[0.0006569705,0.0004035505,0.01203944,0.002844171,0.0005177415,0.001021578,0.4286127,0.001363565,0.000501941,0.04108289,0.5100609,0.0008944831],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6324241,0.03899324,0.00009706646,0.01485754,0.005555808,0.0002037278,0.0001208336,0.00002528394,0.3077224],"genre_scores_gemma":[0.9659908,0.001056508,0.005609695,0.001476641,0.003157948,0.00001805131,0.0000100374,0.00003023427,0.02265006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8030609,"threshold_uncertainty_score":0.9999729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1475024429327449,"score_gpt":0.3933899601409746,"score_spread":0.2458875172082297,"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."}}