{"id":"W2168735866","doi":"","title":"Knowledge Representation for Adaptive Learning Design","year":2006,"lang":"en","type":"article","venue":"DSpace (Open University in the Netherlands)","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Artificial intelligence; Representation (politics); Machine learning; Political 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":[0.0008788715,0.00008905459,0.0001105998,0.0001060487,0.0003801004,0.0002573623,0.001354199,0.00004752501,0.00002160372],"category_scores_gemma":[0.000047368,0.00007890811,0.00003814804,0.0005503148,0.00002842739,0.0006484529,0.0002086913,0.0001959762,0.00006225472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008050194,"about_ca_system_score_gemma":0.00008649292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008421963,"about_ca_topic_score_gemma":0.0004460559,"domain_scores_codex":[0.9986909,0.0006683383,0.00008055397,0.0002628836,0.0001017506,0.0001955972],"domain_scores_gemma":[0.9990321,0.0005448341,0.00009495717,0.0002252092,0.00007423974,0.00002866022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006163511,0.0007597001,0.01813245,0.00002240384,0.00006656195,0.00004218168,0.1260558,0.1472352,0.0005402708,0.5920087,0.09070945,0.02381101],"study_design_scores_gemma":[0.005053214,0.0007773633,0.03080275,0.00008483523,0.00003679933,0.00002116434,0.1856915,0.3148209,0.0006488007,0.007839619,0.453416,0.0008071067],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02539695,0.0000528884,0.6652464,0.00482125,0.0002692897,0.001357583,0.000001333592,0.0001147884,0.3027395],"genre_scores_gemma":[0.9626117,0.00001258186,0.01444618,0.00007381767,0.00006192816,0.000006120334,0.000009464125,0.000007223352,0.02277093],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9372148,"threshold_uncertainty_score":0.3217779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05549373556057007,"score_gpt":0.2952595172262334,"score_spread":0.2397657816656634,"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."}}