{"id":"W4404857240","doi":"10.1344/did.46550","title":"Digital tools for the learning of grammatical revision with French L1 learners: Results from a systematic approach study","year":2024,"lang":"en","type":"article","venue":"Didacticae Revista de Investigación en Didácticas Específicas","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Linguistics; Psychology; Natural language processing; Computer science; Mathematics education; Artificial intelligence; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0256077,0.000752099,0.0007602752,0.00613854,0.001482951,0.002323808,0.0007347699,0.0009572268,0.0009470625],"category_scores_gemma":[0.04854908,0.0004195805,0.0007282631,0.002812046,0.002105432,0.00236604,0.002700858,0.0006319995,0.0002258438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003147007,"about_ca_system_score_gemma":0.006069342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003257508,"about_ca_topic_score_gemma":0.009591592,"domain_scores_codex":[0.9764563,0.01772762,0.001969866,0.0009026278,0.002183159,0.0007604227],"domain_scores_gemma":[0.9090435,0.07408445,0.006215831,0.002483106,0.007190748,0.0009824258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0003680316,0.001720306,0.08385211,0.007049389,0.000189366,0.0008427295,0.4874792,0.0002191638,0.004914848,0.001261551,0.0006609379,0.4114423],"study_design_scores_gemma":[0.0007497012,0.01624902,0.2677005,0.02008046,0.001427887,0.003879983,0.5869327,0.001422645,0.0217458,0.002429245,0.07707693,0.0003051616],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856776,0.004264804,0.005549271,0.0003026136,0.00001523627,0.001812683,0.0001276375,0.00003248101,0.002217701],"genre_scores_gemma":[0.9664791,0.005730181,0.02363576,0.0003178872,0.00001846206,0.002386322,0.0001726718,0.00002423778,0.001235489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0256077,"threshold_uncertainty_score":0.135428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05886396990004392,"score_gpt":0.3584348620461893,"score_spread":0.2995708921461454,"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."}}