{"id":"W4408953867","doi":"10.1007/978-3-031-83541-4_9","title":"Artificial Intelligence Regarding Art Students’ Visual Online Social Media Usage","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Digital Media and Visual Art","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Social media; Visual media; Psychology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006139395,0.0002035647,0.0001250117,0.001199547,0.0006530735,0.003658577,0.0004541633,0.0006638232,0.009986266],"category_scores_gemma":[0.002978016,0.0001286246,0.0002808866,0.001324504,0.001543819,0.002526822,0.0007164836,0.001079149,0.0007238315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001245333,"about_ca_system_score_gemma":0.0006065501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004330116,"about_ca_topic_score_gemma":0.007882742,"domain_scores_codex":[0.9996978,0.0001034664,0.00001101113,0.00004797169,0.0001078732,0.00003191135],"domain_scores_gemma":[0.9976223,0.002020848,0.0001196111,0.00006678888,0.0001155976,0.00005475377],"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":[0.00006211369,0.000216862,0.01611885,0.000242647,0.00004268779,0.0004403657,0.004350457,0.005108563,0.001571357,0.5275525,0.0296014,0.4146922],"study_design_scores_gemma":[0.000009561405,0.00006834613,0.06196919,0.000525483,0.00005405613,0.000830341,0.0133448,0.03928975,0.002874946,0.6800474,0.2009403,0.00004590162],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1003165,0.008321022,0.02347602,0.01121334,0.0003420972,0.00002297631,0.0001837811,0.0001247396,0.8559996],"genre_scores_gemma":[0.9251826,0.005369984,0.007320624,0.0006874719,0.000310677,0.0000240678,0.0002347287,0.00003710627,0.06083281],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009986266,"threshold_uncertainty_score":0.03340733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06551730320130032,"score_gpt":0.3444673428082036,"score_spread":0.2789500396069033,"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."}}