{"id":"W7037577788","doi":"","title":"Driving OER Sustainability for Student Success: Assessing and Acting on the Equity Dimensions of OER","year":2024,"lang":"en","type":"article","venue":"Scholarship & Creative Works - Digital UNC a service of University Libraries (University of Northern Colorado)","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rubric; Equity (law); Sustainability; Portfolio; Open educational resources","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006354881,0.0001944844,0.0003280277,0.0002359627,0.0007495932,0.0006845485,0.001192755,0.0001135979,0.00003611651],"category_scores_gemma":[0.000291923,0.0001801488,0.0001475743,0.001167966,0.0004104806,0.006845907,0.001587191,0.0004218767,0.000002820209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002046561,"about_ca_system_score_gemma":0.0005250275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002501809,"about_ca_topic_score_gemma":0.0003404227,"domain_scores_codex":[0.9984806,0.0002662608,0.0001771583,0.000455292,0.000354254,0.0002664526],"domain_scores_gemma":[0.9966398,0.001853738,0.0002983466,0.000372505,0.0007066995,0.0001289097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0009911425,0.001312788,0.3736677,0.001341399,0.001127727,0.00007187141,0.09441383,0.00214726,0.0002491334,0.4639809,0.0001597642,0.06053646],"study_design_scores_gemma":[0.00115697,0.0006295333,0.3064157,0.001835284,0.0002700617,0.000004075872,0.6662297,0.004445183,0.0002533781,0.01320199,0.004931924,0.0006262466],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771214,0.00007987668,0.00954713,0.005600906,0.0000775901,0.0004354943,0.00002207515,0.00008540897,0.007030144],"genre_scores_gemma":[0.9972631,0.00001404801,0.002024082,0.00005082783,0.000009875914,2.5891e-7,0.00001163569,0.00001126467,0.0006149386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5718158,"threshold_uncertainty_score":0.7346256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02530166113278867,"score_gpt":0.2725504385277307,"score_spread":0.247248777394942,"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."}}