{"id":"W1879492258","doi":"10.19173/irrodl.v6i1.213","title":"Open Source Software: Fully featured vs. \"the devil you know\"?","year":2005,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"Athabasca University","keywords":"Open source software; Computer science; Software; Open source; Need to know; World Wide Web; Multimedia; Data science; Computer security; Operating system","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.006373612,0.0002272872,0.0005955339,0.00113948,0.0003861792,0.002277225,0.0004193208,0.0009226842,0.003008731],"category_scores_gemma":[0.03147355,0.0001285166,0.0004592582,0.001044663,0.0007321418,0.002951361,0.0009355418,0.0006297718,0.0006503707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006141341,"about_ca_system_score_gemma":0.0005223471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007907166,"about_ca_topic_score_gemma":0.002499639,"domain_scores_codex":[0.9936748,0.002282783,0.0004909479,0.0003998819,0.002925516,0.0002259617],"domain_scores_gemma":[0.9759187,0.01610902,0.003109996,0.0006688731,0.00331509,0.0008783267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.005229223,0.001238655,0.1341922,0.002213285,0.0003482267,0.0007219933,0.00993827,0.0002784225,0.01273759,0.005617635,0.00717623,0.8203083],"study_design_scores_gemma":[0.000733147,0.01405991,0.8494122,0.002695791,0.001017553,0.003127287,0.04453288,0.006095686,0.01555787,0.006805043,0.05575113,0.0002114768],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9720322,0.002222795,0.002035622,0.001530688,0.0001291253,0.0001664345,0.000160254,0.0001090849,0.02161389],"genre_scores_gemma":[0.9940513,0.0008673956,0.002254965,0.0003003561,0.00004301388,0.00007370912,0.000098791,0.00002885409,0.002281634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9995807,"threshold_uncertainty_score":0.03370732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05848990041136087,"score_gpt":0.4070811103808797,"score_spread":0.3485912099695188,"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."}}