{"id":"W4367060278","doi":"10.32674/jump.v7i1.5649","title":"Toward Equitable Online Learning: Seeing the Missed Opportunities","year":2023,"lang":"en","type":"article","venue":"Journal of Underrepresented & Minority Progress","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Johns Hopkins University","keywords":"Reflexivity; Online learning; Context (archaeology); Asynchronous communication; Equity (law); Indigenous; Online discussion; Psychology; Asynchronous learning; Sociology; Pedagogy; Public relations; Synchronous learning; Computer science; World Wide Web; Cooperative learning; Teaching method; Political science; Geography","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":[0.01170516,0.000636176,0.0003840185,0.002070184,0.008022142,0.01579985,0.002074531,0.004410402,0.004489864],"category_scores_gemma":[0.02341671,0.0004972232,0.00039207,0.0009738559,0.01538116,0.03145273,0.02285939,0.007346397,0.0009139816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002255551,"about_ca_system_score_gemma":0.00278111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001342549,"about_ca_topic_score_gemma":0.002185051,"domain_scores_codex":[0.9933438,0.004285198,0.0001629452,0.0004569263,0.0009681389,0.0007829028],"domain_scores_gemma":[0.9873088,0.005684173,0.001443128,0.001105566,0.00145551,0.003002839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008918828,0.0001034912,0.01245716,0.0003131363,0.00002238918,0.002115751,0.8200403,0.0002044129,0.002615147,0.07553396,0.01136781,0.07513728],"study_design_scores_gemma":[0.00001722906,0.0001067774,0.004088213,0.0005622776,0.00001795504,0.001645239,0.7220084,0.0007954993,0.001481851,0.1238941,0.145319,0.00006344499],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6300015,0.005428978,0.0701514,0.1528809,0.002033802,0.0001621271,0.0001472248,0.0004929578,0.1387011],"genre_scores_gemma":[0.9750368,0.001167974,0.01174724,0.003760467,0.000259213,0.00007292999,0.00003445849,0.0001398171,0.007781172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01579985,"threshold_uncertainty_score":0.06190354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.305656630154061,"score_gpt":0.4222903548493738,"score_spread":0.1166337246953128,"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."}}