{"id":"W2145138041","doi":"10.19173/irrodl.v16i4.2376","title":"Design Considerations for Integrating Twitter into an Online Course","year":2015,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Computer science; Grading (engineering); Learning Management; Multimedia; Online learning; World Wide Web; Social media; Process (computing); Educational technology; Engineering; Mathematics education; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01154652,0.00005992759,0.0001560211,0.00007025753,0.0003858557,0.000196535,0.0007274036,0.00004901794,0.00007079768],"category_scores_gemma":[0.01779141,0.00004384697,0.00002066586,0.000242951,0.0004680222,0.0002860787,0.0002552459,0.0004327653,0.00000448873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001525456,"about_ca_system_score_gemma":0.0006353791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002105645,"about_ca_topic_score_gemma":0.0005722167,"domain_scores_codex":[0.9978679,0.001009414,0.0002560898,0.0001470259,0.0005116404,0.0002078895],"domain_scores_gemma":[0.9977455,0.001122355,0.0001128999,0.0001269323,0.000795048,0.00009725609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.001123303,0.003998903,0.1642854,0.002441719,0.0003546884,0.00007682591,0.04621376,0.001068052,0.0006840402,0.2827198,0.2353043,0.2617294],"study_design_scores_gemma":[0.007256536,0.001658975,0.01084828,0.02676732,0.00008630491,0.00004629077,0.3675643,0.02365677,0.0005462276,0.3322699,0.2284792,0.0008198226],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2556611,0.02461947,0.03809797,0.6518191,0.0007600424,0.01141812,0.0002083969,0.0001879973,0.01722784],"genre_scores_gemma":[0.9908549,0.00209851,0.00593854,0.0005703871,0.00006334529,0.00007090336,0.0000835873,0.000006741591,0.0003130558],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7351938,"threshold_uncertainty_score":0.9904822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3753347883357839,"score_gpt":0.5479123482867131,"score_spread":0.1725775599509292,"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."}}