{"id":"W2223646557","doi":"","title":"Collaborative Delivery of Foundational Learning to Rural Learners: A Case Study","year":2013,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"NorQuest College","funders":"","keywords":"Mathematics education; Pedagogy; Sociology; Engineering ethics; Computer science; Psychology; Engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003302425,0.0001463851,0.0002142095,0.00105291,0.0004158239,0.00006242197,0.000226915,0.000162616,0.001956474],"category_scores_gemma":[0.001577047,0.0001435656,0.00002008873,0.001587272,0.0007242761,0.0002082953,0.00004876214,0.0004084734,0.0001654324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000101094,"about_ca_system_score_gemma":0.001159608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001806714,"about_ca_topic_score_gemma":0.01649703,"domain_scores_codex":[0.9986613,0.0001963297,0.0002948678,0.0002833708,0.0003093776,0.0002547431],"domain_scores_gemma":[0.9977337,0.0007193761,0.0001610764,0.0001694654,0.001064673,0.0001517579],"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":[0.000009023794,0.0005789608,0.152927,0.000004893193,0.00004633778,0.0000100181,0.05319021,0.000001606569,0.0002800496,0.7757212,0.002498452,0.01473227],"study_design_scores_gemma":[0.0004965215,0.0004618907,0.01446508,0.00006486879,0.00003101576,0.00003028013,0.585559,0.00003689183,0.0002813136,0.3971606,0.001095782,0.0003168017],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6828727,0.00003728357,0.00001249393,0.3132117,0.0005392795,0.0005525342,0.000003157551,0.00008210284,0.002688741],"genre_scores_gemma":[0.99641,0.00004877269,0.0006699273,0.0001702901,0.0001997413,0.0006088805,0.00002167101,0.000008748276,0.001861958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5323687,"threshold_uncertainty_score":0.9989558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02859139156939871,"score_gpt":0.3314305528826206,"score_spread":0.3028391613132219,"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."}}