{"id":"W4206558678","doi":"10.5334/jime.675","title":"Educators as Content Creators in a Diverse Digital Media Landscape","year":2021,"lang":"en","type":"article","venue":"Journal of Interactive Media in Education","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Social media; Digital media; Computer science; Multimedia; Content (measure theory); Sociology; World Wide Web; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01885221,0.0006693144,0.0007525968,0.005741821,0.01742457,0.03014334,0.002026229,0.006037951,0.01341182],"category_scores_gemma":[0.02558443,0.001216371,0.0005122235,0.002377034,0.02270131,0.02821085,0.02380956,0.008957845,0.003940223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00476927,"about_ca_system_score_gemma":0.008323454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002245102,"about_ca_topic_score_gemma":0.004513937,"domain_scores_codex":[0.9782341,0.01103643,0.0008862307,0.002974083,0.003908604,0.002960548],"domain_scores_gemma":[0.9755026,0.009133316,0.001760617,0.001928484,0.003780219,0.007894854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004818353,0.0003343242,0.01253412,0.0002626261,0.00002088803,0.001694907,0.6591867,0.0001539104,0.001716685,0.1849943,0.02712951,0.1119239],"study_design_scores_gemma":[0.00002780714,0.00009023436,0.001404066,0.0006753674,0.00002454313,0.001042542,0.295651,0.0003497592,0.0008189924,0.03222683,0.6676208,0.00006811077],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3962677,0.0101606,0.06757626,0.1469321,0.004002424,0.0005794735,0.0001069343,0.001720365,0.3726542],"genre_scores_gemma":[0.7833544,0.004825512,0.03482139,0.03047867,0.0008917553,0.0004239751,0.000135782,0.0006078859,0.1444607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03014334,"threshold_uncertainty_score":0.09970117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03338227807487615,"score_gpt":0.2784515212024244,"score_spread":0.2450692431275482,"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."}}