{"id":"W4400841422","doi":"10.55248/gengpi.5.0724.1809","title":"Navigating the Digital Classroom: A Comparative Analysis of Educator and Learner Experiences in the Transition to E-Learning","year":2024,"lang":"en","type":"article","venue":"International Journal of Research Publication and Reviews","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Quest University Canada","funders":"","keywords":"Transition (genetics); Mathematics education; Pedagogy; Psychology; Digital learning; Multimedia; Computer science; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006020656,0.00003764735,0.0001333729,0.0003620177,0.0001802911,0.0008165894,0.0002853097,0.00002128538,0.00006544944],"category_scores_gemma":[0.001288622,0.00001980979,0.0000678573,0.001403599,0.000230443,0.0004339646,0.00002505031,0.0005385575,0.000003107789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000403201,"about_ca_system_score_gemma":0.0002139181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001513584,"about_ca_topic_score_gemma":0.0002303122,"domain_scores_codex":[0.9980046,0.0008215392,0.0003304092,0.00009015443,0.000659061,0.00009423686],"domain_scores_gemma":[0.9985814,0.0007038016,0.0001196943,0.00004179468,0.0005032418,0.00005006888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001578674,0.00005194176,0.002740334,0.00001671058,0.0001363907,0.000002686333,0.3254133,0.00004292815,0.00005580969,0.008701816,0.00157301,0.6612493],"study_design_scores_gemma":[0.00004388299,0.00005109379,0.001932572,0.0002332119,0.00001973346,0.000006581464,0.1925422,0.0008345958,0.000004910471,0.0001170703,0.8041853,0.00002883128],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8621951,0.008142277,0.0002573548,0.1261602,0.000101445,0.0002479057,0.000002465673,0.000004583213,0.002888678],"genre_scores_gemma":[0.9954326,0.003936344,0.000147222,0.000105955,0.0001867609,0.00001864662,0.000004245232,0.000001412619,0.0001668186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8026123,"threshold_uncertainty_score":0.787439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1237039642096596,"score_gpt":0.5285133208341518,"score_spread":0.4048093566244922,"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."}}