{"id":"W4410406504","doi":"10.4000/13xl8","title":"Polyethnographie visuelle et transformations altéritaires d’identités professionnelles plurilingues","year":2025,"lang":"fr","type":"article","venue":"Recherches en didactique des langues et des cultures","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.006284785,0.0006350516,0.0006731699,0.0004873967,0.001331259,0.0005995412,0.0009148805,0.001329793,0.0003874441],"category_scores_gemma":[0.00668556,0.0005717955,0.0005268817,0.002194122,0.002392671,0.001512389,0.0001804865,0.002049595,0.00007482826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006719815,"about_ca_system_score_gemma":0.0006262476,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02182915,"about_ca_topic_score_gemma":0.03218395,"domain_scores_codex":[0.9858406,0.01115325,0.0007386166,0.0006916099,0.0005523517,0.001023585],"domain_scores_gemma":[0.9946535,0.003845058,0.0002677873,0.0005045376,0.0004496066,0.0002794724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006234005,0.0005540127,0.003486766,0.001429108,0.0005435387,0.00005153053,0.7082272,0.0002447252,0.009626078,0.1472492,0.009553322,0.1189722],"study_design_scores_gemma":[0.001155642,0.0002570342,0.02433919,0.007066599,0.0006785793,0.00004531882,0.2880734,0.0002684751,0.03372701,0.2087806,0.4338304,0.001777762],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.520767,0.1681834,0.01736266,0.02949188,0.002427075,0.001433766,0.00009947246,0.001203699,0.259031],"genre_scores_gemma":[0.4930027,0.06204868,0.166524,0.002823668,0.0008733417,0.0003500767,0.0002504784,0.0001655805,0.2739614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4242771,"threshold_uncertainty_score":0.9999689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09962614541014293,"score_gpt":0.4599689573439059,"score_spread":0.3603428119337629,"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."}}