{"id":"W2098345602","doi":"10.1109/icsmc.2009.5346236","title":"Providing adaptive support in computer supported collaboration environments","year":2009,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Computer science; Cyberspace; Presentation (obstetrics); Domain (mathematical analysis); Human–computer interaction; User modeling; Multimedia; Cognition; World Wide Web; Order (exchange); The Internet; User interface","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002764389,0.00004635473,0.00007255486,0.00008646245,0.0001084132,0.00001998364,0.0001796806,0.00008860695,0.0005490061],"category_scores_gemma":[0.00003163317,0.0000474028,0.00001164677,0.0002457279,0.00008304658,0.0001590774,0.00002216163,0.00007901673,0.00009071468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001014166,"about_ca_system_score_gemma":0.00008539427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002393673,"about_ca_topic_score_gemma":0.002180237,"domain_scores_codex":[0.9993642,0.0001011432,0.000137915,0.0001126586,0.0001326954,0.0001513995],"domain_scores_gemma":[0.9997145,0.00003556709,0.00004594938,0.0001479742,0.00001522153,0.0000407705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005087178,0.0008465747,0.03902469,0.000001776257,0.00001784981,0.00002016929,0.04392045,0.00005925394,0.004009625,0.4267372,0.01101411,0.4742974],"study_design_scores_gemma":[0.002865185,0.0007314779,0.1461438,0.00002218529,0.00001511964,0.000001635165,0.01860183,0.01982144,0.005079952,0.0146176,0.7913404,0.0007593241],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3920477,0.00004787443,0.03660855,0.08266409,0.0005070128,0.002462195,0.000006582878,0.000760679,0.4848953],"genre_scores_gemma":[0.9898078,0.00004096417,0.008069013,0.0006216848,0.00002408369,0.00000865201,0.00001091776,0.000002144679,0.001414776],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7803263,"threshold_uncertainty_score":0.6011232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02810746643015122,"score_gpt":0.3182906316899443,"score_spread":0.2901831652597931,"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."}}