{"id":"W3208614928","doi":"","title":"Technical Evaluation Report 24: Open Source Software: an alternative to costly Learning Management Systems","year":2003,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Open source; Learning Management; Open source software; Software; Distance education; Educational technology; Software engineering; Data science; World Wide Web; Operating system; Mathematics education; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01037446,0.0003379114,0.0006523912,0.0008154938,0.0006927642,0.008417265,0.007474527,0.00009846293,0.001806856],"category_scores_gemma":[0.001692885,0.0003318794,0.0001099644,0.001722082,0.00005419448,0.006177605,0.002887401,0.0006579745,0.00009449192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004281697,"about_ca_system_score_gemma":0.0003708497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008531223,"about_ca_topic_score_gemma":0.00002313432,"domain_scores_codex":[0.9939284,0.001731718,0.001160198,0.001014735,0.001660643,0.0005042684],"domain_scores_gemma":[0.9959555,0.000267213,0.0013284,0.001046291,0.000885584,0.0005170504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002391461,0.002039553,0.3458305,0.0002275258,0.0006791248,0.0004946128,0.004617515,0.2430949,0.01175058,0.02208877,0.09926376,0.2696741],"study_design_scores_gemma":[0.002945845,0.0002353869,0.3857378,0.002002304,0.0003246635,0.0009355394,0.005742345,0.02582401,0.006859619,0.008889788,0.5576939,0.002808789],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1936066,0.002942304,0.624817,0.0009492683,0.005976743,0.006889383,0.000004487608,0.0004543284,0.1643599],"genre_scores_gemma":[0.96884,0.0004940428,0.02370933,0.0004711745,0.0001510139,0.0004103047,0.00001888924,0.00006851732,0.005836733],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7752334,"threshold_uncertainty_score":0.9999133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2715444541481654,"score_gpt":0.5523162037490309,"score_spread":0.2807717496008655,"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."}}