{"id":"W2916247894","doi":"","title":"A Social Media Research Network Framework for Open Social Scholarship","year":2018,"lang":"en","type":"article","venue":"AUT Scholarly Commons","topic":"Wikis in Education and Collaboration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Social media; Sociology; Social network (sociolinguistics); Social network analysis; Computer science; Internet privacy; World Wide Web; Political science","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":["metaresearch","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01140821,0.0001361148,0.0002261303,0.0001315813,0.01347197,0.004979921,0.00194097,0.0005010838,0.0006145727],"category_scores_gemma":[0.009337252,0.0001535403,0.00008712289,0.002243277,0.001000832,0.002819743,0.0003990143,0.001154505,0.0003569223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003615811,"about_ca_system_score_gemma":0.001776141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003648218,"about_ca_topic_score_gemma":0.01412418,"domain_scores_codex":[0.9954689,0.00185776,0.0003112978,0.0004001021,0.001002906,0.0009590212],"domain_scores_gemma":[0.9951806,0.001905379,0.0001429453,0.0003049436,0.002244432,0.0002217126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005666915,0.00008528273,0.003315645,0.000002326221,0.00001701301,3.012639e-7,0.04297504,9.323116e-8,0.00001154141,0.7859988,0.1590766,0.008460728],"study_design_scores_gemma":[0.0002549321,0.00004838702,0.02654477,0.00002135424,0.00001177094,1.133835e-7,0.008965397,0.000002261047,0.00001720255,0.49972,0.4642575,0.0001563327],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.288194,0.0005246213,0.006744271,0.328755,0.01017876,0.005206603,0.000126969,0.0006451178,0.3596247],"genre_scores_gemma":[0.9722264,0.000009565301,0.009417983,0.001234315,0.01501784,0.0003735024,0.0000322025,0.00003338103,0.00165483],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6840324,"threshold_uncertainty_score":0.9990075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.323465918869678,"score_gpt":0.5286293762675544,"score_spread":0.2051634573978763,"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."}}