{"id":"W2534899677","doi":"10.1145/2957792.2957808","title":"A Framework for Open Assurance of Learning","year":2016,"lang":"en","type":"article","venue":"","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Learning analytics; Computer science; Analytics; Bridge (graph theory); Data science; Process (computing); Mainstream; Software analytics; Open source; Knowledge management; Software; Software development; Medicine","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":[0.0002390882,0.00004164944,0.00009819641,0.00002295903,0.00004106174,0.00005066049,0.0007986279,0.00002951522,0.00001768784],"category_scores_gemma":[0.0005181335,0.00002472169,0.00003547521,0.0001175654,0.00001503395,0.0001866256,0.0001936403,0.00004844018,0.00001876739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004738518,"about_ca_system_score_gemma":0.00003820597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000572788,"about_ca_topic_score_gemma":0.000001613826,"domain_scores_codex":[0.9995432,0.00002192011,0.0001030694,0.0001467347,0.00007281469,0.0001122449],"domain_scores_gemma":[0.9991263,0.0005042406,0.00006782131,0.0002111771,0.00006274864,0.00002778294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003505409,0.00002030559,0.004858347,0.000008940246,0.000008936218,3.544841e-7,0.00006641726,0.0001015388,0.0004585863,0.9017364,0.0005474263,0.09218922],"study_design_scores_gemma":[0.00138963,0.0006967095,0.004760317,0.0006396187,0.00001222465,0.00000481467,0.0000778344,0.1289688,0.01038015,0.7470751,0.1055433,0.0004515437],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001333856,0.00001484115,0.9858028,0.01081138,0.00005637085,0.00005698773,5.261931e-7,0.00004960542,0.00187361],"genre_scores_gemma":[0.532199,0.000005073079,0.4617729,0.00006805646,0.00002522571,0.000002935028,9.234361e-8,0.000002766586,0.005923875],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5308652,"threshold_uncertainty_score":0.1484063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03043245210161412,"score_gpt":0.3378234975979786,"score_spread":0.3073910454963645,"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."}}