{"id":"W4389102237","doi":"10.1080/00393541.2023.2255083","title":"Museum Education Through Social Media","year":2023,"lang":"en","type":"article","venue":"Studies in Art Education","topic":"Museums and Cultural Heritage","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Social media; Museum education; Sociology; Focus group; Museum informatics; Pedagogy; Public relations; Media studies; Visual arts; Museology; Political science; Art","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001089844,0.0001013267,0.0001301461,0.0000741412,0.0003788206,0.00005008844,0.00008013559,0.00002691921,0.0006060649],"category_scores_gemma":[0.00009547796,0.00008518941,0.00004028219,0.0001291012,0.0001726394,0.0002758192,0.00003869654,0.00007979533,0.0009439489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008722734,"about_ca_system_score_gemma":0.000123929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007332418,"about_ca_topic_score_gemma":0.002746766,"domain_scores_codex":[0.9993212,0.00003017359,0.0001877169,0.0001638519,0.0001236841,0.0001733597],"domain_scores_gemma":[0.9996432,0.00005822426,0.00005464611,0.00009152513,0.0001353839,0.00001701044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001991894,0.00007944553,0.00006244949,0.00003690717,0.00001031462,1.683628e-7,0.3319892,1.574788e-7,0.000008500252,0.1909747,0.4684331,0.008403051],"study_design_scores_gemma":[0.00005251135,0.000007095641,0.002135866,0.00004309131,0.000006566837,2.945674e-7,0.2997749,9.32603e-7,0.000006062476,0.01680508,0.6810744,0.00009318258],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4517715,0.001629724,4.185562e-7,0.01143678,0.02006895,0.0003442413,0.00001419064,0.0002478009,0.5144864],"genre_scores_gemma":[0.9615677,0.0005996124,0.00004024413,0.0006674143,0.003815687,0.0002506096,0.0001369478,0.0000149131,0.03290685],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5097962,"threshold_uncertainty_score":0.9998339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1461519781589057,"score_gpt":0.3681497063698986,"score_spread":0.2219977282109929,"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."}}