{"id":"W2253300159","doi":"","title":"Community Building in a Co-operative Learning Object Repository","year":2005,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Object (grammar); Computer science; Artificial intelligence; Knowledge management; Business","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":[0.005995542,0.0003941525,0.0009146407,0.003161303,0.003135183,0.005043366,0.003763557,0.002300113,0.006037902],"category_scores_gemma":[0.0163088,0.0008625844,0.001167065,0.003845782,0.001727027,0.01034745,0.007963852,0.00183167,0.001874955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00102624,"about_ca_system_score_gemma":0.002791878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006065114,"about_ca_topic_score_gemma":0.007350415,"domain_scores_codex":[0.9964873,0.0009861216,0.0003168645,0.0006213838,0.001270159,0.0003182734],"domain_scores_gemma":[0.9815521,0.006094594,0.0007885374,0.007614909,0.002145093,0.001804807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002068896,0.004179402,0.03171454,0.0005082847,0.0002642935,0.002362272,0.01032178,0.07410209,0.03420506,0.1676668,0.01471854,0.657888],"study_design_scores_gemma":[0.0003729253,0.0004605176,0.004306919,0.0001546245,0.0002516922,0.00106212,0.003372528,0.817228,0.04727598,0.08979429,0.03553602,0.0001844451],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2058712,0.0002671047,0.7704026,0.0009356681,0.00008802358,0.0006244874,0.0003631519,0.01084046,0.01060737],"genre_scores_gemma":[0.5280298,0.000177105,0.4542249,0.0001085357,0.00004983124,0.0002440642,0.001117517,0.0008274549,0.01522071],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006065114,"threshold_uncertainty_score":0.03170782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02725236644168875,"score_gpt":0.3075928882719661,"score_spread":0.2803405218302773,"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."}}