{"id":"W4226133649","doi":"10.22215/etd/2021-14900","title":"How is the Appropriate Use of Enterprise Social Media Determined? The Case of GCConnex Within the Canadian Federal Government","year":2021,"lang":"en","type":"dissertation","venue":"","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Social media; Public relations; Government (linguistics); Legitimacy; Action (physics); Political science; Business; Politics","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0008582568,0.0001889465,0.0002563436,0.00003586907,0.00161799,0.0006713687,0.0006329071,0.0001733804,0.0002285526],"category_scores_gemma":[0.000496769,0.00009657811,0.0002257578,0.0002172429,0.0002646379,0.0001397594,0.00008294371,0.0002715527,0.000002296359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002003581,"about_ca_system_score_gemma":0.0004861061,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.385347,"about_ca_topic_score_gemma":0.9961268,"domain_scores_codex":[0.9981968,0.0003286328,0.0003103661,0.0002312731,0.0006511112,0.0002818478],"domain_scores_gemma":[0.9987099,0.0003854678,0.0003578933,0.0002986973,0.0001771069,0.00007094767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005948418,0.00006098303,0.001286955,0.0001580415,0.0004912166,0.0001745082,0.8743549,0.000002953579,0.00003995643,0.07229751,0.00889966,0.04217386],"study_design_scores_gemma":[0.0002756405,0.00001707253,0.002647113,0.0001018763,0.0003432219,0.000003430305,0.9767172,0.0005183599,0.0006001702,0.001099553,0.01733331,0.0003431044],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8694296,0.0002948953,0.000008380865,0.008142401,0.002234262,0.001234013,0.0001144027,0.00002067766,0.1185213],"genre_scores_gemma":[0.950706,0.00003265161,0.00002101259,0.0002066343,0.0003735183,0.00003659628,0.00003428918,0.00001689459,0.04857241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6107798,"threshold_uncertainty_score":0.9996818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03533865194644008,"score_gpt":0.273861549343573,"score_spread":0.2385228973971329,"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."}}