{"id":"W2788716829","doi":"10.14742/ajet.3817","title":"Social media use by instructional design departments","year":2018,"lang":"en","type":"article","venue":"Australasian Journal of Educational Technology","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"Canada Research Chairs","keywords":"Social media; Field (mathematics); Computer science; Graduate students; Content analysis; Psychology; Medical education; World Wide Web; Sociology; Pedagogy; Social science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003793495,0.00008689708,0.0001412103,0.0003239677,0.0004640976,0.00004742993,0.000308637,0.0002073736,0.001147391],"category_scores_gemma":[0.001147111,0.00008594236,0.00005861582,0.0005002046,0.0008251715,0.0004175114,0.00001712362,0.0003297071,0.00005900846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001323594,"about_ca_system_score_gemma":0.001327998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006612545,"about_ca_topic_score_gemma":0.00005579876,"domain_scores_codex":[0.9988303,0.0001268138,0.0003136557,0.0001164206,0.0003468707,0.0002659786],"domain_scores_gemma":[0.998777,0.0002726753,0.0003250268,0.00005932439,0.000464731,0.0001012298],"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":[0.0001042279,0.000641004,0.08301689,0.000004101305,0.0002509493,0.00001239184,0.003723694,0.000005311145,0.001558718,0.4765581,0.3403333,0.09379127],"study_design_scores_gemma":[0.0007754117,0.0003552828,0.0221021,0.00003038144,0.00006804043,0.0002447301,0.007523865,0.000002023818,0.001579058,0.1874,0.7796315,0.0002876237],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8849313,0.00005739233,0.0004019938,0.111685,0.001342226,0.000087349,0.00001042775,0.00002939191,0.00145485],"genre_scores_gemma":[0.9645758,0.00002219722,0.03209225,0.00004761361,0.002320934,0.000002669753,0.000007770411,0.000008893168,0.0009219092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4392982,"threshold_uncertainty_score":0.9997657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0432898307707053,"score_gpt":0.3629123146299716,"score_spread":0.3196224838592663,"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."}}