{"id":"W4291315690","doi":"","title":"Students' perceptions of learning mathematics in the WhatsApp environment through the \"Bagroup\" project","year":2022,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Mobile Learning in Education","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Perception; Mathematics education; Computer science; Computer aided instruction; Multimedia; Psychology","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":[0.00219639,0.0005614475,0.0004734958,0.000864956,0.002504378,0.006397258,0.0006576922,0.001121506,0.01006464],"category_scores_gemma":[0.006991467,0.0002952058,0.0004164091,0.0004753853,0.001472955,0.00250537,0.00436056,0.001989186,0.002064957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008716069,"about_ca_system_score_gemma":0.001598128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006119814,"about_ca_topic_score_gemma":0.007322515,"domain_scores_codex":[0.9980247,0.0006897901,0.00009662895,0.0002374373,0.0004877256,0.0004638396],"domain_scores_gemma":[0.9929368,0.001344176,0.000876844,0.0001991469,0.0008477326,0.003795326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001898852,0.01002285,0.2305538,0.0004331708,0.00007878528,0.001267165,0.6632939,0.0006252453,0.01397465,0.004627672,0.0078031,0.0654209],"study_design_scores_gemma":[0.0001200576,0.00266418,0.2366454,0.0002500835,0.00009164013,0.0003525114,0.7186575,0.001097866,0.004296756,0.001565283,0.03412666,0.000132116],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957606,0.00002754988,0.0001572574,0.0002090069,0.00001517409,0.00002239037,0.00002413747,0.00001425147,0.003769592],"genre_scores_gemma":[0.9934497,0.00007501998,0.0001645226,0.00007389966,0.000005671666,0.00003253718,0.00003696486,0.00001477341,0.006146856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01006464,"threshold_uncertainty_score":0.03366953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01905484820792845,"score_gpt":0.2744009497842794,"score_spread":0.255346101576351,"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."}}