{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":1,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":1,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"e1f2093b1bfd","filters":{"venue":"International Conference on Computing Technology and Information Management"}},"results":[{"id":"W2162980760","doi":"","title":"Collaborative Problem Solving Using Social Network Media: How to Effectively Evaluate Student Performance in Online Study Group?","year":2014,"lang":"en","type":"article","venue":"International Conference on Computing Technology and Information Management","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Regina","funders":"","keywords":"Collaborative learning; Task (project management); Computer science; Control (management); Social network (sociolinguistics); Process (computing); Collaborative network; Social network analysis; Online discussion; Social media; Knowledge management; Group work; Psychology; Mathematics education; World Wide Web; Engineering; Artificial intelligence","authors":[{"name":"Abdalla Radwan","is_ca":false},{"name":"Mohamed El-Darieby","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03785239255742808,"gpt":0.3836903743612707,"spread":0.3458379818038426,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00447639,0.0005833344,0.000637132,0.002544005,0.0005322181,0.002250853,0.0005060884,0.001001971,0.001879783],"category_scores_gemma":[0.01584634,0.0001328238,0.0003980831,0.001197072,0.0003188325,0.001983549,0.0009059496,0.0005329243,0.0008030036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003140242,"about_ca_system_score_gemma":0.0003560868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006275453,"about_ca_topic_score_gemma":0.001275274,"domain_scores_codex":[0.9971311,0.001441338,0.0003101251,0.0002681553,0.0007110149,0.0001381948],"domain_scores_gemma":[0.9918678,0.00332565,0.001476013,0.0003277363,0.001844342,0.00115854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001268216,0.002410907,0.6266656,0.0005178478,0.0002332223,0.0001541908,0.003784587,0.0008515228,0.005495533,0.0003730809,0.002620646,0.3556247],"study_design_scores_gemma":[0.0001115637,0.004661086,0.9462048,0.0002445493,0.000275065,0.0005137994,0.01123661,0.02238087,0.007614288,0.001413219,0.005185003,0.0001590906],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850978,0.0005403779,0.006997219,0.0004691105,0.0001252612,0.0004633513,0.000325189,0.0001785286,0.005803156],"genre_scores_gemma":[0.9905805,0.00032806,0.007317814,0.0000423467,0.00005937259,0.0004775895,0.0001925368,0.00001671448,0.000985135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00447639,"threshold_uncertainty_score":0.02367365,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}