{"id":"W1501464460","doi":"","title":"Listservs in the college science classroom: Evaluating participation and “richness” in computer-mediated discourse","year":2005,"lang":"en","type":"article","venue":"Discovery Research Portal (University of Dundee)","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer-mediated communication; Psychology; Class (philosophy); Mathematics education; Quality (philosophy); Focus group; Point (geometry); Higher education; Electronic mail; Pedagogy; Medical education; Sociology; The Internet; Computer science; World Wide Web; Medicine; Mathematics; Political science","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":[0.01195326,0.0003544147,0.0004267205,0.002061094,0.001147908,0.00249978,0.0007803541,0.0009536526,0.001960377],"category_scores_gemma":[0.03949619,0.0003502374,0.0004452626,0.0005913498,0.001605166,0.002534143,0.003280868,0.0008337235,0.0003262942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008483988,"about_ca_system_score_gemma":0.0008061939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000979375,"about_ca_topic_score_gemma":0.001982542,"domain_scores_codex":[0.9887708,0.006947499,0.0008203198,0.0009529854,0.001905735,0.0006027426],"domain_scores_gemma":[0.9230016,0.05928864,0.009186186,0.001872204,0.003207834,0.003443516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004866638,0.01048147,0.47473,0.001188441,0.0003612742,0.0003364554,0.2171734,0.0009122924,0.03611698,0.0008877009,0.0004130479,0.2525322],"study_design_scores_gemma":[0.0004036275,0.01495331,0.8488879,0.0002817071,0.0004080261,0.0003091563,0.1069933,0.00429182,0.01793771,0.001428823,0.003943268,0.0001612654],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985017,0.00003400565,0.0003943119,0.00003396252,0.000002651814,0.00005819627,0.000007510002,0.000009354409,0.0009583283],"genre_scores_gemma":[0.9976901,0.00006310295,0.001457802,0.00002618443,0.00001249794,0.0001227313,0.00002985472,0.000006319494,0.0005914604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01195326,"threshold_uncertainty_score":0.06321555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0831030634208179,"score_gpt":0.4284597674621727,"score_spread":0.3453567040413548,"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."}}