{"id":"W4200461820","doi":"10.3138/cmlr-2020-0083","title":"Working with Sources in the L2 Student Writer’s Assemblage: Technology, Texts, and Research","year":2021,"lang":"fr","type":"article","venue":"Canadian Modern Language Review/ La Revue canadienne des langues vivantes","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Humanities; Redaction; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0197165,0.0009304393,0.0007672445,0.00578692,0.01010366,0.02411793,0.001785608,0.002754046,0.02081404],"category_scores_gemma":[0.0594576,0.0007870083,0.000622779,0.006321971,0.01020221,0.02616666,0.01203167,0.003651981,0.005736599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006979638,"about_ca_system_score_gemma":0.005556063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006134832,"about_ca_topic_score_gemma":0.009402098,"domain_scores_codex":[0.9789231,0.01355838,0.0008546028,0.002465554,0.003448925,0.0007494547],"domain_scores_gemma":[0.9103698,0.06825798,0.004064,0.00733385,0.007280607,0.002693704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001286497,0.00008963601,0.007238999,0.0004805914,0.00002234112,0.000896376,0.8575248,0.0001517877,0.002114451,0.04515453,0.006512446,0.07968558],"study_design_scores_gemma":[0.00003727317,0.0001102609,0.006200431,0.00137494,0.00005061831,0.0009013494,0.5384984,0.0008062747,0.004945067,0.02339422,0.4235836,0.00009759019],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4834605,0.008062364,0.1170591,0.03783182,0.001680068,0.0005147303,0.001184286,0.001673643,0.3485336],"genre_scores_gemma":[0.8693207,0.003136211,0.03135252,0.001730453,0.0004302983,0.000438515,0.0006962013,0.001420691,0.09147448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9898964,"threshold_uncertainty_score":0.1042721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04220383218326473,"score_gpt":0.3048313150691041,"score_spread":0.2626274828858394,"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."}}