{"id":"W2504548271","doi":"10.4018/978-1-60566-878-9.ch018","title":"Herding Cats","year":2010,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Herding; Online learning; Computer science; Process (computing); Face (sociological concept); Control (management); Class (philosophy); Social network analysis; Social learning; Data science; Artificial intelligence; Knowledge management; Multimedia; World Wide Web; Social media; Geography; Sociology","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":[0.0004145551,0.0003271399,0.0005108105,0.0007446003,0.001751339,0.002071065,0.0009592354,0.001703725,0.0342945],"category_scores_gemma":[0.001476231,0.0003754517,0.0006949744,0.0004905239,0.001615517,0.002889122,0.001553487,0.001249196,0.004453759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007529132,"about_ca_system_score_gemma":0.0003952589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002525534,"about_ca_topic_score_gemma":0.003058083,"domain_scores_codex":[0.9997653,0.00004815618,0.00001012587,0.00008568465,0.00005125533,0.00003940285],"domain_scores_gemma":[0.999624,0.0001392162,0.00004011472,0.00009011044,0.0000410561,0.00006540593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001039797,0.00008202471,0.003854421,0.0002795073,0.0001442964,0.0008248664,0.001659343,0.01052124,0.007471171,0.8168445,0.04061033,0.1176043],"study_design_scores_gemma":[0.00007058571,0.0002407815,0.005441681,0.0002646443,0.0001022823,0.002501501,0.001513318,0.0529262,0.003700844,0.5021322,0.4310325,0.00007347736],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1316874,0.00360997,0.2455145,0.006312538,0.0009733784,0.0002317051,0.0008918569,0.001533875,0.6092447],"genre_scores_gemma":[0.666794,0.002707815,0.0747003,0.001969262,0.0002480038,0.0002184982,0.0008408122,0.0003601293,0.2521612],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0342945,"threshold_uncertainty_score":0.1147266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02288720350642639,"score_gpt":0.3085298165449313,"score_spread":0.285642613038505,"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."}}