{"id":"W4408851917","doi":"10.5206/mf.v10i2.22778","title":"Émojis, émotions et relations numériques chez les étudiants universitaires nigérians","year":2025,"lang":"fr","type":"article","venue":"Mouvances Francophones","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009312739,0.0003323257,0.0003608108,0.0006317279,0.001920361,0.001812752,0.0001303254,0.000622181,0.002438276],"category_scores_gemma":[0.002808584,0.0001967955,0.0001787009,0.0006663428,0.001055318,0.0006885034,0.0007051183,0.0006303849,0.0003763422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001213349,"about_ca_system_score_gemma":0.0006420684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0400992,"about_ca_topic_score_gemma":0.05928686,"domain_scores_codex":[0.9994841,0.0002129345,0.00003357873,0.00008176101,0.00008022581,0.0001074438],"domain_scores_gemma":[0.99907,0.0004420098,0.0001854001,0.00003015346,0.0001561656,0.0001163534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003456769,0.0003017182,0.5750154,0.0001947475,0.00003150259,0.00122575,0.3611261,0.0001546515,0.007626412,0.001288272,0.0009275626,0.05176228],"study_design_scores_gemma":[0.00001004438,0.0003096588,0.7426258,0.0001635676,0.00003060598,0.0007398059,0.2428256,0.0002775293,0.001130759,0.0003237237,0.01150933,0.00005358061],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977515,0.0004097699,0.0001311473,0.0001364873,0.00001152712,0.000004883613,0.0000261212,0.00000229286,0.001526203],"genre_scores_gemma":[0.9958817,0.0005798042,0.0002312934,0.00006086512,0.000007034805,0.00002021543,0.00002366653,0.000002756822,0.003192643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0400992,"threshold_uncertainty_score":0.07973158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01520547966963363,"score_gpt":0.3087414187962233,"score_spread":0.2935359391265897,"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."}}