{"id":"W3212099910","doi":"","title":"Analysis of Social Network Data, Possible \"Show and Tell\" Projects","year":2010,"lang":"en","type":"article","venue":"TRAILS: Teaching Resources and Innovations Library for Sociology","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Social network analysis; Social network (sociolinguistics); Class (philosophy); Computer science; Data science; World Wide Web; Artificial intelligence; History; Social media","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001170478,0.00009877671,0.0002868404,0.0002477402,0.001406637,0.00008228934,0.0002637415,0.000222799,0.00008459352],"category_scores_gemma":[0.0002229187,0.00009133983,0.00005539412,0.0005145519,0.0007225557,0.0005540812,0.0001163068,0.0004694179,2.818148e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002957973,"about_ca_system_score_gemma":0.0001097239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008660342,"about_ca_topic_score_gemma":0.0001842982,"domain_scores_codex":[0.9989156,0.0001639105,0.0002787603,0.0002827139,0.00009017653,0.0002688186],"domain_scores_gemma":[0.9990875,0.0004820781,0.0001983406,0.0001559115,0.00003486414,0.0000413434],"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":[0.00002878989,0.00005808091,0.1339369,0.00002874329,0.0004377289,3.671054e-7,0.04899298,0.00001615127,0.0003111302,0.741716,0.003879884,0.07059316],"study_design_scores_gemma":[0.0003188679,0.0001283637,0.05316313,0.000007881906,0.0003347457,7.46604e-7,0.01768886,0.001749839,0.000004595238,0.009359061,0.9170305,0.0002133908],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863908,0.000147022,0.0002038438,0.006542231,0.00008482251,0.0001821827,0.0001208969,0.00008479933,0.006243397],"genre_scores_gemma":[0.9850157,0.00003583577,0.01267895,0.0002500611,0.0007566735,0.00000921699,0.0004565551,0.00001468882,0.0007822671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9131506,"threshold_uncertainty_score":0.9998934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03892684233104884,"score_gpt":0.3380729557153344,"score_spread":0.2991461133842855,"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."}}