{"id":"W1564121733","doi":"","title":"A Case Study: Online Learning Pattern Analysis","year":2004,"lang":"en","type":"article","venue":"Society for Information Technology & Teacher Education International Conference","topic":"Educational Technology and Assessment","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Computer science; Artificial intelligence","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":[0.001191961,0.0004100683,0.0003245021,0.002005492,0.002141863,0.001340463,0.001383872,0.002266507,0.003472632],"category_scores_gemma":[0.00868262,0.0002412841,0.0004290622,0.002092551,0.0007222718,0.001893525,0.001070934,0.0009451583,0.0007195694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007174166,"about_ca_system_score_gemma":0.0009455303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004062421,"about_ca_topic_score_gemma":0.01061078,"domain_scores_codex":[0.9985311,0.0005368784,0.0001162898,0.0001854978,0.0004940634,0.000136098],"domain_scores_gemma":[0.9906404,0.006555918,0.0004892978,0.0007219515,0.000960744,0.0006318208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007997731,0.008148154,0.1114206,0.001509326,0.0001090092,0.06253656,0.07034166,0.006979555,0.02664798,0.009701439,0.0165532,0.6852528],"study_design_scores_gemma":[0.000472511,0.00341277,0.161145,0.0008369801,0.0003604375,0.1766521,0.1860118,0.1227313,0.1091422,0.02249909,0.2163079,0.0004279477],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9286323,0.0002106858,0.05559193,0.001458687,0.00005422741,0.0004237459,0.0004316072,0.000376344,0.01282048],"genre_scores_gemma":[0.9284738,0.0002814584,0.05543385,0.0002657334,0.00004208669,0.0001793355,0.0003740903,0.0001668076,0.01478281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004062421,"threshold_uncertainty_score":0.01161706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02714162143498542,"score_gpt":0.3469875107873942,"score_spread":0.3198458893524088,"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."}}