{"id":"W2105659719","doi":"10.19173/irrodl.v10i3.671","title":"Transparency in Cooperative Online Education","year":2009,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":122,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transparency (behavior); Online learning; Computer science; Computer-mediated communication; Online participation; Experiential learning; Knowledge management; Online discussion; The Internet; Public relations; Sociology; World Wide Web; Pedagogy; Political science; Computer security","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01816241,0.0004030329,0.0004472024,0.001628355,0.006280179,0.01065868,0.001381778,0.003559293,0.006949338],"category_scores_gemma":[0.03539651,0.0004113929,0.0005345244,0.001268694,0.02234027,0.01535569,0.01334435,0.00401927,0.0005813313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003492115,"about_ca_system_score_gemma":0.004143189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001259956,"about_ca_topic_score_gemma":0.000830015,"domain_scores_codex":[0.9744135,0.0190047,0.0006012529,0.001346781,0.003311398,0.001322471],"domain_scores_gemma":[0.945371,0.04207158,0.004773209,0.003320114,0.002019768,0.002444404],"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":[0.00002863897,0.000115794,0.001592686,0.00025838,0.00001248108,0.0002689819,0.03291193,0.0008307371,0.0003105484,0.9158215,0.002038412,0.04580984],"study_design_scores_gemma":[0.00003796429,0.0001239493,0.00138306,0.0005802898,0.00002003959,0.0005690608,0.0185722,0.002610812,0.000775195,0.8832455,0.09203061,0.00005137553],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1350989,0.008971381,0.170907,0.05321265,0.001059789,0.0002828852,0.00003227501,0.0001580029,0.6302772],"genre_scores_gemma":[0.9841563,0.001130109,0.007276393,0.0008842816,0.0002189925,0.0001201507,0.000007082066,0.00001984289,0.006186804],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01816241,"threshold_uncertainty_score":0.09605318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1781755733082558,"score_gpt":0.5731999320264156,"score_spread":0.3950243587181598,"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."}}