{"id":"W3125140100","doi":"10.31219/osf.io/g4kfx","title":"Ditching the “Disposable assignment” in favor of open pedagogy","year":2016,"lang":"en","type":"preprint","venue":"","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kwantlen Polytechnic University","funders":"","keywords":"Commons; Point (geometry); Open education; Pedagogy; Computer science; Mathematics education; Psychology; Political science; Law","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":[0.0008754291,0.0001449519,0.0002897792,0.00008597575,0.00005809107,0.0003097189,0.004200719,0.00009929264,0.00003933243],"category_scores_gemma":[0.00007472497,0.00007673338,0.00007636504,0.0001274641,0.0000374544,0.0001811929,0.006556462,0.0004494703,0.00002882934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000404725,"about_ca_system_score_gemma":0.0003055905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000666627,"about_ca_topic_score_gemma":0.0001114077,"domain_scores_codex":[0.9986577,0.0001621334,0.0003218354,0.0004049417,0.0002354151,0.0002179686],"domain_scores_gemma":[0.9984756,0.0002084882,0.000228027,0.001008342,0.0000413311,0.00003825172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001618784,0.0005073285,0.03808495,0.0002408366,0.0001777516,0.00003853923,0.00358707,0.02923275,0.0007655354,0.7626603,0.008151263,0.1565375],"study_design_scores_gemma":[0.001022884,0.0001281749,0.00820173,0.001271866,0.00003357455,0.000007620202,0.0003676753,0.5209614,0.001198068,0.4445586,0.02138484,0.0008636121],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01115583,0.000128053,0.8787929,0.05100346,0.0006909512,0.0004400283,0.000008996009,0.0000811768,0.05769857],"genre_scores_gemma":[0.9716465,0.00003817023,0.01304334,0.00023088,0.0001024053,0.00001166039,0.000002802848,0.00001009963,0.01491418],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9604906,"threshold_uncertainty_score":0.817216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03432786520863829,"score_gpt":0.3733106435672822,"score_spread":0.3389827783586439,"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."}}