{"id":"W7011112141","doi":"","title":"LMS Integration in Higher Degree Programs","year":2015,"lang":"en","type":"other","venue":"","topic":"Probability and Statistical Research","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Degree (music); Degree program; Learning Management; Higher education; Qualitative research; Online learning; Electronic learning; Blended learning","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004988047,0.0001442506,0.0002600974,0.0001167686,0.000007177893,0.00003366994,0.0001758813,0.0002965677,0.01214161],"category_scores_gemma":[0.0009338043,0.0001007681,0.00002890143,0.0001681687,0.00008013284,0.00002114555,0.0000570651,0.0003105915,0.0004565212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009138936,"about_ca_system_score_gemma":0.00008823505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003202343,"about_ca_topic_score_gemma":0.00957175,"domain_scores_codex":[0.9988666,0.00009045351,0.0001993831,0.0002201277,0.0003895535,0.0002338641],"domain_scores_gemma":[0.9993376,0.0001697642,0.00004099187,0.0002955906,0.00005889411,0.00009718198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000006948892,0.0001385086,0.00001359228,0.0001111509,0.000006717738,0.000006390706,0.00002976654,3.683261e-9,5.504908e-7,0.3175579,0.6306989,0.05142964],"study_design_scores_gemma":[0.0002083129,0.00006649555,0.00001900085,0.000214262,0.000006243471,4.572548e-7,0.00002146755,0.00006288693,0.000002257745,0.5598184,0.4394453,0.0001349524],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000003763633,0.00006921605,0.005251195,0.0001926432,0.00008718044,0.0005604783,0.00001912888,0.0001596161,0.9936568],"genre_scores_gemma":[0.0002178455,0.000007863143,0.04556122,0.00001882562,0.00008281917,0.00007028471,0.0000638202,0.0001307677,0.9538466],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2422605,"threshold_uncertainty_score":0.9887614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4501202328228571,"score_gpt":0.4377404827287033,"score_spread":0.01237975009415382,"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."}}