{"id":"W1569215977","doi":"","title":"Value for Learning as a Measure of Educational Software Effectiveness","year":2009,"lang":"en","type":"article","venue":"E-Learn: World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education","topic":"Educational Innovations and Challenges","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Measure (data warehouse); Value (mathematics); Computer science; Software; Machine learning; Data mining","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005553103,0.0004112829,0.0004671459,0.003997689,0.0006025338,0.002425673,0.0006823111,0.001121202,0.003556174],"category_scores_gemma":[0.04585196,0.0001157861,0.0007087468,0.002494663,0.001166761,0.002555632,0.001301649,0.001602756,0.0005551798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001549046,"about_ca_system_score_gemma":0.0008475084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009649179,"about_ca_topic_score_gemma":0.001305565,"domain_scores_codex":[0.9915166,0.00322092,0.0005053202,0.0003366208,0.003921119,0.0004995045],"domain_scores_gemma":[0.9343444,0.04953194,0.006106231,0.002139722,0.004323494,0.003554294],"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":[0.001146912,0.004018552,0.7369163,0.0005067647,0.0009815912,0.0002141608,0.003426867,0.008241763,0.006616459,0.0301994,0.005307626,0.2024236],"study_design_scores_gemma":[0.0001749796,0.004392844,0.8929862,0.0002413312,0.0004450968,0.0007359176,0.003426855,0.03589826,0.01303994,0.03768167,0.01080118,0.0001757789],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9505261,0.000618182,0.01145767,0.0007619945,0.00007045207,0.0002071618,0.000549082,0.0001783824,0.03563107],"genre_scores_gemma":[0.9959474,0.00005166778,0.002612325,0.00004604855,0.00001514596,0.00008669798,0.0001426691,0.00001521127,0.001082751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005553103,"threshold_uncertainty_score":0.02936792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06940095069897344,"score_gpt":0.322868578390906,"score_spread":0.2534676276919326,"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."}}