{"id":"W4404599486","doi":"10.5539/ies.v17n6p1","title":"Multimedia in Education: Readiness, Expertise and Multimedia Needs in Education","year":2024,"lang":"en","type":"article","venue":"International Education Studies","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Rajamangala University of Technology Suvarnabhumi","keywords":"Multimedia; Computer science; Work (physics); Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005372403,0.000222505,0.0002659203,0.001651786,0.0002092839,0.0001564968,0.0003067067,0.000150237,0.0001261707],"category_scores_gemma":[0.002825115,0.0002344987,0.00004551338,0.001419918,0.0005434959,0.0007743585,0.0001082114,0.0002837156,0.0001206672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00173933,"about_ca_system_score_gemma":0.003889139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003746048,"about_ca_topic_score_gemma":0.004262534,"domain_scores_codex":[0.9981759,0.0001068831,0.0005436741,0.0004803584,0.0003928587,0.0003002931],"domain_scores_gemma":[0.9980891,0.0004515465,0.0001187337,0.0001993087,0.00104673,0.00009459928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001181345,0.0005826738,0.03921582,0.00005756145,0.00007035971,9.923886e-7,0.1561066,0.000002561442,0.0001348722,0.02083088,0.06405815,0.7189277],"study_design_scores_gemma":[0.0002008309,0.0000136315,0.06602957,0.0007134842,0.00001879806,0.000005784392,0.3213536,0.0001055764,0.0001231596,0.01259454,0.5985034,0.000337657],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7648184,0.1068815,0.00003575301,0.05663091,0.04741913,0.0008388385,0.00001075436,0.0005715298,0.02279314],"genre_scores_gemma":[0.9518849,0.01597813,0.003692426,0.0008086337,0.001454027,0.001806764,0.0000407372,0.00002641396,0.02430801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.71859,"threshold_uncertainty_score":0.9562581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.043190319905102,"score_gpt":0.440975909815721,"score_spread":0.3977855899106191,"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."}}