{"id":"W2052966822","doi":"10.1145/381234.381242","title":"A course-assistant based on a curriculum structure and XML resources","year":2001,"lang":"en","type":"article","venue":"ACM SIGCUE Outlook","topic":"Mathematics, Computing, and Information Processing","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Computer science; XML; Curriculum; Process (computing); Domain (mathematical analysis); XML framework; Parsing; Set (abstract data type); World Wide Web; Programming language; Pedagogy","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":[0.0002469826,0.0001778942,0.0001878836,0.0001096651,0.0002525717,0.0004158042,0.0008042188,0.00007082389,0.00005115884],"category_scores_gemma":[0.00022658,0.0001435123,0.00004282362,0.0002683279,0.00005273995,0.00043221,0.0002105929,0.0001614786,0.00002499325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002652668,"about_ca_system_score_gemma":0.00007108057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009495897,"about_ca_topic_score_gemma":0.000004156717,"domain_scores_codex":[0.9987587,0.00003760213,0.0002905249,0.0002798105,0.0003569706,0.0002764396],"domain_scores_gemma":[0.9987226,0.0001374084,0.0002166913,0.0007131496,0.00009333362,0.0001168563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009953306,0.001421283,0.06884693,0.001749104,0.0002058034,0.0003264815,0.07343803,0.009136021,0.001070046,0.1650677,0.05985534,0.6187837],"study_design_scores_gemma":[0.0009792618,0.0001767797,0.005760088,0.0003156828,0.00001983253,0.00008333702,0.0003573557,0.935147,0.0004526954,0.01358624,0.04257909,0.00054258],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6036046,0.0004196631,0.3683017,0.004285455,0.0005606767,0.0004044406,0.000007315205,0.0006373357,0.0217788],"genre_scores_gemma":[0.9596559,0.000006430173,0.03799388,0.001898533,0.00008354423,0.000004375242,0.000002421853,0.00001030159,0.0003446108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.926011,"threshold_uncertainty_score":0.5852263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009171315544613349,"score_gpt":0.2370505891979938,"score_spread":0.2278792736533805,"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."}}