{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008016221,0.0006060881,0.0003566381,0.001007329,0.0006303453,0.002193542,0.001233737,0.0007352469,0.06978663],"category_scores_gemma":[0.002377106,0.0003189867,0.0005005088,0.0006359915,0.0005189147,0.003486316,0.004083525,0.0009885988,0.03512771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004669061,"about_ca_system_score_gemma":0.001124418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001336456,"about_ca_topic_score_gemma":0.001485137,"domain_scores_codex":[0.999293,0.00006403089,0.00003975883,0.0001543764,0.0003426662,0.0001060737],"domain_scores_gemma":[0.9991121,0.00012793,0.00006351995,0.0003210302,0.0002453776,0.0001300947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001075716,0.0002475905,0.003852507,0.0007137324,0.0000533339,0.0003575241,0.0005759419,0.00371991,0.02409148,0.08882016,0.3391729,0.5373192],"study_design_scores_gemma":[0.00007863322,0.0001557909,0.002312216,0.0001007113,0.00002635934,0.0003595687,0.0001305108,0.009960845,0.01195899,0.01730471,0.9575567,0.00005506404],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03559224,0.001347458,0.2743227,0.002642083,0.001201104,0.001344024,0.0215601,0.2596158,0.4023746],"genre_scores_gemma":[0.3043526,0.00185307,0.2358622,0.003518239,0.0005041496,0.001737242,0.06524045,0.02830419,0.3586279],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06978663,"threshold_uncertainty_score":0,"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."}}