{"id":"W1954581327","doi":"10.21432/t25c8c","title":"A Convergent Participation Model for Evaluation of Learning Objects","year":2002,"lang":"en","type":"article","venue":"Canadian Journal of Learning and Technology","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":132,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Formative assessment; Computer science; Metadata; Learning object; Knowledge management; Stakeholder; Process (computing); Social media; Educational technology; Social software; World Wide Web; Mathematics education; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009597848,0.00006879944,0.0001532653,0.0005539614,0.0002262959,0.00004833283,0.0001915816,0.00009507208,0.00005824586],"category_scores_gemma":[0.001289682,0.00007048004,0.00003377339,0.0003339332,0.00006063493,0.000181624,0.00001610495,0.0003554685,0.000004370523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007735435,"about_ca_system_score_gemma":0.000422187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000487226,"about_ca_topic_score_gemma":0.0003021961,"domain_scores_codex":[0.9991429,0.0001101746,0.0002668675,0.0001225139,0.0001481666,0.0002093872],"domain_scores_gemma":[0.9987679,0.00005763353,0.0003287119,0.00007750581,0.0006081825,0.0001600457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001409349,0.00008582264,0.1408207,0.00007505159,0.0001425044,0.00001226289,0.02669099,0.3006599,0.001909088,0.05795647,0.001318788,0.4703143],"study_design_scores_gemma":[0.0005812473,0.0002945832,0.000353788,0.00004005903,0.00003136761,0.00004092507,0.003050426,0.9897465,0.0003897946,0.001355737,0.004032802,0.00008284669],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9404034,0.001172919,0.05167735,0.004341227,0.0003245573,0.0001690008,3.520485e-7,0.00003826493,0.001872914],"genre_scores_gemma":[0.9961412,0.0000431766,0.003270045,0.00001500151,0.00002221812,0.000007592201,7.243986e-7,0.000006496774,0.000493527],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6890865,"threshold_uncertainty_score":0.2874093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04937423230798772,"score_gpt":0.3011348285119846,"score_spread":0.2517605962039969,"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."}}