{"id":"W3045963708","doi":"10.3138/cmlr-2019-0018","title":"Factors Predicting Low-Intermediate French Learners’ Vocabulary Use in Speaking Tasks","year":2020,"lang":"fr","type":"article","venue":"Canadian Modern Language Review/ La Revue canadienne des langues vivantes","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Philosophy; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000895059,0.0008898539,0.00138888,0.0006013508,0.0002456971,0.0002456417,0.0008384393,0.0005611039,0.01643091],"category_scores_gemma":[0.003472485,0.0009623878,0.0004581293,0.001000524,0.0004100806,0.0005783324,0.0001182812,0.001704311,0.0003329739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001101491,"about_ca_system_score_gemma":0.000373254,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5451693,"about_ca_topic_score_gemma":0.7148728,"domain_scores_codex":[0.9936551,0.001403804,0.001140431,0.001315651,0.0001777463,0.002307221],"domain_scores_gemma":[0.9951108,0.0007552175,0.0004426163,0.0008934506,0.0001376336,0.002660255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00005006189,0.0001364977,0.05807422,0.01410773,0.0006220605,0.06012225,0.6954051,0.0002716235,0.002565905,0.000350458,0.009175759,0.1591183],"study_design_scores_gemma":[0.003606282,0.0006316872,0.4436383,0.06672283,0.001173779,0.00245096,0.1505058,0.01613497,0.0001127452,0.00009477421,0.3099086,0.005019359],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6597731,0.3330582,0.0001102691,0.002008225,0.0007978986,0.0006352906,0.0008511751,0.0001177727,0.002647993],"genre_scores_gemma":[0.9673389,0.004895327,0.000199803,0.0214888,0.001285532,0.0000499664,0.001094831,0.0002557052,0.003391192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5448993,"threshold_uncertainty_score":0.9992827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03749929650824744,"score_gpt":0.2735526138491436,"score_spread":0.2360533173408962,"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."}}