{"id":"W1518085531","doi":"","title":"Instructional Design and Learning Management Systems in a Multi-course, Rapid Prototyping Environment","year":2004,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Course (navigation); Computer science; Rapid prototyping; Engineering management; Engineering; Process management; Software engineering; Systems engineering","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":[0.000134077,0.0001800333,0.0001659675,0.0005425781,0.00006811928,0.00002706142,0.00009978428,0.00009970001,0.00004745103],"category_scores_gemma":[0.00003395074,0.0001992674,0.000009813873,0.0002498708,0.0001399675,0.00007741079,0.00004003522,0.0005336063,0.00002126884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001648716,"about_ca_system_score_gemma":0.00003918397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004811208,"about_ca_topic_score_gemma":0.00000451209,"domain_scores_codex":[0.9991118,0.00002427061,0.0002030868,0.0002683209,0.0001465077,0.0002459947],"domain_scores_gemma":[0.9996716,0.00009990364,0.00003306208,0.0001079323,0.00001398667,0.00007354427],"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":[0.00003016012,0.0004177067,0.007996177,0.0003494589,0.0001800569,0.00004472796,0.002516741,0.3356347,0.007402413,0.5913146,0.00004551483,0.0540678],"study_design_scores_gemma":[0.01573122,0.001077557,0.1848746,0.00579829,0.0001710486,0.000720938,0.0054742,0.4533588,0.01899361,0.2950031,0.01383885,0.00495779],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.738355,0.04013993,0.07712191,0.1157659,0.01057066,0.009497484,0.00001978335,0.002623788,0.005905498],"genre_scores_gemma":[0.962689,0.0007832548,0.03555533,0.0000081587,0.00006970563,0.0007807549,0.00001155285,0.00002455278,0.00007771468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2963115,"threshold_uncertainty_score":0.812589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01902135536138989,"score_gpt":0.2272938311307211,"score_spread":0.2082724757693312,"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."}}