{"id":"W2803444638","doi":"10.22215/etd/2008-07454","title":"Open source course management system adoption in Canadian universities and colleges","year":2008,"lang":"en","type":"dissertation","venue":"","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Canadian Heritage; Library and Archives Canada","funders":"","keywords":"Political science; Course (navigation); Library science; Humanities; Computer science; Engineering; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001617538,0.0001112705,0.0001378698,0.0003203276,0.0002470126,0.0003963831,0.0007045616,0.00008157072,0.00003515056],"category_scores_gemma":[0.00000122751,0.0001226374,0.00001382299,0.0002595275,0.000009426431,0.0004315878,0.0001041725,0.0001180165,0.00004229008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003591444,"about_ca_system_score_gemma":0.0007641227,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2624301,"about_ca_topic_score_gemma":0.4607104,"domain_scores_codex":[0.9992325,0.00005415274,0.0001197202,0.0002784783,0.0001209007,0.0001942652],"domain_scores_gemma":[0.9995608,0.00001251721,0.00006932591,0.0001678612,0.00004911964,0.0001403832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002162567,0.00006651597,0.004676878,0.000529306,0.00008109186,0.0001861615,0.03118174,0.0006248196,7.932463e-7,0.9156003,0.02398816,0.02304262],"study_design_scores_gemma":[0.0004779371,0.00003888243,0.08688936,0.000475701,0.00002113741,0.00002465999,0.7525197,0.01074735,0.000005108973,0.00001385557,0.1483469,0.0004393954],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05742821,0.0001051689,0.0002518144,0.000435268,0.0005945737,0.0005256929,0.000001466618,0.00006520517,0.9405926],"genre_scores_gemma":[0.6274324,0.00014501,0.002965185,0.00007890147,0.00001479836,0.00001782471,0.00009825271,0.000009638429,0.369238],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9155864,"threshold_uncertainty_score":0.7424815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01039195169495113,"score_gpt":0.2495780340449951,"score_spread":0.239186082350044,"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."}}