{"id":"W2790919662","doi":"10.53761/1.15.1.7","title":"Findings on Student Use of Social Media at the Collegiate, Undergraduate, and Graduate Levels: Implications for Post-Secondary Educators","year":2018,"lang":"en","type":"article","venue":"Journal of University Teaching and Learning Practice","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University; SAIT Polytechnic","funders":"","keywords":"Psychology; Graduate students; Multimethodology; Social media; Pedagogy; Medical education; Mathematics education; Medicine; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.003198867,0.00007389934,0.0001428233,0.0001503552,0.003618044,0.00007948712,0.0001916417,0.00008481786,0.000006308944],"category_scores_gemma":[0.009075606,0.00006309252,0.00005332615,0.0001137877,0.0005261463,0.0005817591,0.00008437403,0.0009421348,0.000001074458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002245167,"about_ca_system_score_gemma":0.0002600038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003323131,"about_ca_topic_score_gemma":0.0002226072,"domain_scores_codex":[0.9982985,0.001087149,0.0001442909,0.0001029308,0.0002111804,0.0001559725],"domain_scores_gemma":[0.9952801,0.003708058,0.0005487871,0.00006073495,0.0003277822,0.00007451134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.003400525,0.001134522,0.07086989,0.00006800718,0.001130967,0.00002140018,0.6994855,0.00002848975,0.001738279,0.05856737,0.08544252,0.07811248],"study_design_scores_gemma":[0.001010778,0.0005535679,0.4918457,0.00005840641,0.000241492,0.00004895058,0.1998959,0.000002999659,0.00002417543,0.000196611,0.3059939,0.0001274792],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9471892,0.00002261673,0.00006767938,0.05106776,0.0001756262,0.0000983095,0.00000928864,0.0000141804,0.001355403],"genre_scores_gemma":[0.9965987,0.00009784022,0.0008630103,0.0002871997,0.0001014594,9.550239e-8,7.570344e-7,0.000006407633,0.002044529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4995896,"threshold_uncertainty_score":0.9992714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05802750739118367,"score_gpt":0.3562578305335115,"score_spread":0.2982303231423278,"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."}}