{"id":"W2031756410","doi":"10.1145/1595388.1595438","title":"Patterns in e-Learning Standards and Specifications","year":2009,"lang":"en","type":"article","venue":"eLearn","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University","funders":"","keywords":"Philosophy of technology; Computer science; E learning; Engineering ethics; Educational technology; Knowledge management; Mathematics education; Data science; Psychology; Epistemology; Engineering; Philosophy of science","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":[0.0003557715,0.00006414447,0.00007776405,0.0001025992,0.0001244641,0.0002105912,0.0002262403,0.00002811276,0.0001080443],"category_scores_gemma":[0.00009911129,0.00006589637,0.00001447164,0.0002595982,0.000008777547,0.0002966259,0.00004384098,0.0002728636,0.00005683714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004551271,"about_ca_system_score_gemma":0.00005717434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001637728,"about_ca_topic_score_gemma":0.0000133773,"domain_scores_codex":[0.9992424,0.00007972239,0.0001213815,0.0002150127,0.0001709502,0.0001705382],"domain_scores_gemma":[0.999652,0.00003503979,0.00004052635,0.0001595372,0.00004701744,0.00006589936],"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":[0.000009344351,0.0002038834,0.2237999,0.00001278542,0.000007469671,0.00001902722,0.01600554,0.001159384,0.001197012,0.2304194,0.002364485,0.5248018],"study_design_scores_gemma":[0.0003367896,0.0001461513,0.820909,0.0000334753,0.000001549876,0.00001399089,0.002840872,0.006571439,0.0001784023,0.001080846,0.1676734,0.0002141735],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7806122,0.0002368032,0.05257919,0.01651646,0.0003265191,0.0002301816,0.000001425172,0.000336029,0.1491612],"genre_scores_gemma":[0.9949942,0.00008718919,0.002583784,0.0001870792,0.00004428318,0.000002619487,0.000002061775,0.000003835362,0.002094966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5971091,"threshold_uncertainty_score":0.2687176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02163748066879492,"score_gpt":0.2831225355804837,"score_spread":0.2614850549116888,"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."}}