{"id":"W148511644","doi":"","title":"A Common Assessment Results Model for ILE","year":2007,"lang":"en","type":"article","venue":"NPARC","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Interoperability; Formalism (music); Learning Management; Conceptual model; Artificial intelligence; Multimedia; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007018385,0.00004768732,0.00006212415,0.00004023127,0.0001190735,0.00009237392,0.0003347143,0.0000243739,0.00001423434],"category_scores_gemma":[0.00003144184,0.00004552732,0.00002712702,0.0001048411,0.000008789567,0.0001742523,0.00007144349,0.00008424088,0.00002634388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004053292,"about_ca_system_score_gemma":0.00007747905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004964514,"about_ca_topic_score_gemma":0.00001233456,"domain_scores_codex":[0.9993805,0.00001431923,0.0001389767,0.0001648385,0.0001224764,0.0001789456],"domain_scores_gemma":[0.9995089,0.00009887302,0.00004833216,0.0002253541,0.00005106452,0.00006754682],"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":[0.00003864591,0.0002258149,0.0004264832,0.00001432391,0.00001036015,0.000002405943,0.0053645,0.004129907,0.005057569,0.7941226,0.06281789,0.1277895],"study_design_scores_gemma":[0.000352862,0.00004940675,0.001621743,0.000006129714,0.000001454309,0.00000156002,0.0002487594,0.9624845,0.0005361956,0.01106996,0.02354491,0.00008254388],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007272189,0.000001442894,0.6957088,0.002547039,0.0001910624,0.0001088012,0.000001243667,0.00006205936,0.2941073],"genre_scores_gemma":[0.7243015,8.820485e-7,0.2719084,0.0003476354,0.00003525542,0.000009061123,0.000004102595,0.000003091735,0.003390128],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9583546,"threshold_uncertainty_score":0.185655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04067396642291961,"score_gpt":0.3478939594757681,"score_spread":0.3072199930528485,"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."}}