{"id":"W1514117124","doi":"","title":"Biggs’ Constructive Alignment: Evaluation of a Pedagogical Model Applied to a Web Course","year":2000,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Course (navigation); Computer science; Constructive; Mathematics education; Engineering; Mathematics; Programming language; Process (computing)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004247525,0.0001745605,0.0002465938,0.0005317659,0.0001175836,0.00005171756,0.0005422622,0.000116492,0.001390883],"category_scores_gemma":[0.0002081888,0.0001678537,0.00002408061,0.0009510526,0.0002826078,0.0001345423,0.0000850108,0.0002924417,0.0001623167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007166217,"about_ca_system_score_gemma":0.001625801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004530573,"about_ca_topic_score_gemma":0.00003377855,"domain_scores_codex":[0.9982656,0.00007107032,0.0002948834,0.0005040911,0.0005932696,0.0002710439],"domain_scores_gemma":[0.9986929,0.0002259971,0.0001147016,0.0003512431,0.0004253098,0.00018987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001167728,0.000226733,0.0005985748,0.000004108289,0.0000155805,2.67573e-7,0.002841536,0.0001674587,0.0006044253,0.9516797,0.0007136325,0.04313628],"study_design_scores_gemma":[0.0008555056,0.0001173439,0.003428772,0.00006481363,0.00004170718,0.00001568086,0.001348389,0.04137465,0.001274702,0.9507418,0.000417872,0.0003188261],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3629209,0.0001441552,0.001121093,0.5215421,0.001137464,0.001036088,0.00001700227,0.0002074692,0.1118737],"genre_scores_gemma":[0.9907854,0.00004989499,0.007393098,0.0003620728,0.000102002,0.0003443704,0.00001766888,0.000007680757,0.0009378661],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6278644,"threshold_uncertainty_score":0.999522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07702867364389186,"score_gpt":0.3404399428158459,"score_spread":0.2634112691719541,"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."}}