{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002201264,0.0005245726,0.0003285796,0.0005827467,0.0007492633,0.002012189,0.001321395,0.001274011,0.002557928],"category_scores_gemma":[0.00959747,0.0003084648,0.0002181701,0.0003996493,0.0005505127,0.002428045,0.003232878,0.000672045,0.0008779597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002518263,"about_ca_system_score_gemma":0.0004040229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004215134,"about_ca_topic_score_gemma":0.0003937672,"domain_scores_codex":[0.9980919,0.001032781,0.0001345864,0.0002570522,0.00037814,0.0001056314],"domain_scores_gemma":[0.9949375,0.002801213,0.0003922857,0.0009446236,0.0004388377,0.0004855312],"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":[0.001565474,0.001005316,0.01271319,0.0007078305,0.0001413339,0.002388024,0.01138617,0.02176985,0.07871117,0.01134074,0.006896584,0.8513743],"study_design_scores_gemma":[0.001183004,0.003845782,0.02892322,0.0007586297,0.0005059639,0.007051848,0.01302688,0.5067297,0.1167424,0.1253203,0.1951098,0.0008024694],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4779077,0.001028679,0.4944989,0.0008910783,0.0001241146,0.0006280573,0.0001244317,0.01110443,0.01369261],"genre_scores_gemma":[0.8836233,0.0002939052,0.1119461,0.0001342447,0.00006169801,0.000235241,0.0001267353,0.0001332259,0.003445475],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002557928,"threshold_uncertainty_score":0.0116415,"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."}}