{"id":"W4296762748","doi":"","title":"Multimedia Research Trends","year":2021,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Education and Learning Interventions","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Multimedia; World Wide Web","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01109506,0.0002738488,0.0003149957,0.0007222552,0.0005951509,0.001753141,0.003373825,0.0003150912,0.0008979564],"category_scores_gemma":[0.00328425,0.00030934,0.0003535083,0.001442903,0.0002621091,0.0002732463,0.003675829,0.001780573,0.0001879097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001803981,"about_ca_system_score_gemma":0.0007366281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001424443,"about_ca_topic_score_gemma":0.001263613,"domain_scores_codex":[0.9840578,0.01293175,0.0005440435,0.001140765,0.0008203012,0.0005053417],"domain_scores_gemma":[0.9885379,0.002149863,0.0003302335,0.003824477,0.00486292,0.0002946127],"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":[0.000004189523,0.002928302,0.00390263,0.0002784687,0.0002114313,0.00003329294,0.08951791,0.0001710799,0.001148837,0.3515942,0.04025536,0.5099543],"study_design_scores_gemma":[0.001886894,0.000002612634,0.1007992,0.01055178,0.00008686849,0.00008612891,0.002777181,0.3851556,0.03576874,0.01384068,0.446468,0.002576244],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03516985,0.002213747,0.6977335,0.08315986,0.001539426,0.0003278782,0.00001956266,0.0007528891,0.1790833],"genre_scores_gemma":[0.6076185,0.0002713781,0.2868092,0.0001561941,0.00006347145,0.0001572523,0.0004699512,0.00004347856,0.1044106],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5724486,"threshold_uncertainty_score":0.9999359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05755058243216309,"score_gpt":0.3371755715835236,"score_spread":0.2796249891513605,"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."}}