{"id":"W2902473618","doi":"","title":"Beyond Sociograms Inspection: What Social Network Analysis Has To Offer to Measure Cohesion in CSCL.","year":2013,"lang":"en","type":"article","venue":"Computer Supported Collaborative Learning","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Cohesion (chemistry); Measure (data warehouse); Computer science; Social network analysis; Data science; World Wide Web; Data mining; Social media; Chemistry","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":[0.009795279,0.0007135294,0.0007433288,0.006541787,0.002038174,0.004186152,0.001347094,0.001711644,0.005835575],"category_scores_gemma":[0.06197627,0.0003507026,0.0004453137,0.005759441,0.002857571,0.01328886,0.00295062,0.001712249,0.001618282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007900824,"about_ca_system_score_gemma":0.001655663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003999117,"about_ca_topic_score_gemma":0.00590999,"domain_scores_codex":[0.9923658,0.0047015,0.0003568313,0.0004947787,0.001825538,0.000255488],"domain_scores_gemma":[0.9415075,0.03815061,0.005232802,0.006869414,0.006188516,0.002051129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005671502,0.0004510669,0.2639141,0.001555382,0.0003371633,0.0003087476,0.02864566,0.001765575,0.009044152,0.08320595,0.01868688,0.5915182],"study_design_scores_gemma":[0.0000857067,0.001254397,0.3818783,0.002733654,0.0004351472,0.001513774,0.06157725,0.03168461,0.01316352,0.3838646,0.1214464,0.000362668],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.4458868,0.007937288,0.4378231,0.01898927,0.001324363,0.0006698057,0.002570272,0.002644763,0.08215439],"genre_scores_gemma":[0.884422,0.001755093,0.1038115,0.0008411351,0.0004552611,0.0003640405,0.0008799305,0.0003600485,0.007111076],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.009795279,"threshold_uncertainty_score":0.05180299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03479494704709368,"score_gpt":0.3321993521035651,"score_spread":0.2974044050564714,"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."}}