{"id":"W2240288956","doi":"","title":"Hard Choices for Individual Situations: Selecting a Course Management System","year":2002,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Douglas College","funders":"","keywords":"Course (navigation); Computer science; Risk analysis (engineering); Business; 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":[0.0003704331,0.0001245958,0.0001655611,0.0005182917,0.0005964586,0.00008328758,0.0002665346,0.0001268353,0.0004348306],"category_scores_gemma":[0.0004301079,0.0001255085,0.00002640444,0.0007648321,0.000273692,0.0001224415,0.00003438529,0.0002570744,0.00005942825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007070357,"about_ca_system_score_gemma":0.0002754823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001471976,"about_ca_topic_score_gemma":0.000598771,"domain_scores_codex":[0.9987572,0.00005859166,0.0002043753,0.000316102,0.0003172081,0.0003465144],"domain_scores_gemma":[0.9987729,0.0006524251,0.0001310465,0.0001286213,0.000209061,0.0001059506],"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":[0.000002679197,0.0001276765,0.004387809,0.00003344529,0.00004372502,0.000001271819,0.001810891,4.878188e-7,0.00001220706,0.9222946,0.003876043,0.06740914],"study_design_scores_gemma":[0.001756932,0.0002548871,0.01514198,0.0007032524,0.0003337704,0.00001401464,0.03045337,0.0009928392,0.0001818232,0.8171058,0.1321504,0.0009109606],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01817625,0.0009662904,0.0002480933,0.9426738,0.002297676,0.0009656508,0.00003344257,0.0004188921,0.03421988],"genre_scores_gemma":[0.9839672,0.0002740457,0.007941702,0.0001138968,0.001020961,0.0004596626,0.00004172744,0.00001086563,0.006169894],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.965791,"threshold_uncertainty_score":0.5118087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.059338239130028,"score_gpt":0.3253666150703682,"score_spread":0.2660283759403402,"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."}}