{"id":"W2591642796","doi":"10.1145/3027385.3029478","title":"MORPH","year":2017,"lang":"en","type":"article","venue":"","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Computer science; Learning analytics; Analytics; Learning Management; Data science; Architecture; World Wide Web","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":[0.00005044631,0.00002100253,0.00002678908,0.000009402403,0.0001657374,0.0002504844,0.0006911393,0.000009211635,0.00001500575],"category_scores_gemma":[0.00003425006,0.00001602069,0.00001518069,0.00001083885,0.00001798152,0.0001647951,0.0001431603,0.00003411443,0.0002614287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001679785,"about_ca_system_score_gemma":0.000008979638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002009083,"about_ca_topic_score_gemma":0.000002332918,"domain_scores_codex":[0.9997846,0.000003119802,0.0000270516,0.00007333321,0.00005091083,0.00006091493],"domain_scores_gemma":[0.9994071,0.000004752236,0.0000225272,0.0005295317,0.00001220501,0.00002392752],"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":[1.358098e-7,0.00001510977,0.007461781,0.00000126396,0.000003785131,0.00001322784,0.00003674203,0.00003638255,0.00009616029,0.9103465,0.005167765,0.07682116],"study_design_scores_gemma":[0.0002156971,0.00003875306,0.0561833,0.000008095371,0.00000245915,0.00001023924,0.00000780963,0.7840367,0.0007994437,0.07833546,0.0801822,0.0001798041],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01174163,0.00001166719,0.6240743,0.08045287,0.000311352,0.00001686708,1.357065e-7,0.0002499417,0.2831412],"genre_scores_gemma":[0.9317728,0.000001538731,0.04901308,0.0001887105,0.00004809994,1.394191e-7,6.067661e-8,9.806283e-7,0.01897464],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9200311,"threshold_uncertainty_score":0.3360225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01838172083211423,"score_gpt":0.2993864642647346,"score_spread":0.2810047434326203,"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."}}