{"id":"W4396736539","doi":"10.29173/isotl673","title":"The Differential Nature of Remote Learning Among University Students","year":2024,"lang":"en","type":"article","venue":"Imagining SoTL","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Differential (mechanical device); Mathematics education; Psychology; Computer science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0005231337,0.00006475926,0.00008247077,0.00005590137,0.0006560875,0.0001814581,0.0003493232,0.00008002909,0.00005692235],"category_scores_gemma":[0.0001905177,0.00005216874,0.00007203939,0.0002814574,0.0002699793,0.0001857379,0.00009663427,0.0007453361,0.00001627867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004624693,"about_ca_system_score_gemma":0.0001699301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005167258,"about_ca_topic_score_gemma":0.0003798533,"domain_scores_codex":[0.9989366,0.0002144076,0.0000891117,0.0001545532,0.000388573,0.0002167711],"domain_scores_gemma":[0.9995181,0.0002445945,0.0000500703,0.00008607125,0.00005536277,0.00004583228],"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":[0.00005791543,0.00004793128,0.1648833,0.00005762232,0.0002402646,0.0001443359,0.0333328,0.00009189355,0.000495696,0.04020024,0.002410521,0.7580375],"study_design_scores_gemma":[0.000141504,0.00002590811,0.009775924,0.0001348985,0.0000415904,6.110959e-7,0.02205971,0.001614749,0.00007058079,0.0002963954,0.9657296,0.0001085516],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785522,0.0004856175,0.0004247065,0.003933708,0.0008553343,0.00006809754,0.000001429302,0.0001951345,0.01548376],"genre_scores_gemma":[0.9874524,0.0001470507,0.0003925038,0.000006074973,0.0002741788,8.736729e-8,0.000001982852,0.000009312722,0.01171642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9633191,"threshold_uncertainty_score":0.5046161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00717653389870335,"score_gpt":0.3153840571320739,"score_spread":0.3082075232333705,"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."}}